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一个正常的名称

一个正常的名称

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一个正常的名称

2023-03-25

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一个正常的名称

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13:10","market":"hk","language":"zh","title":"Rumors circulate online that Alibaba's founder, Jack Ma, has returned to China.","url":"https://stock-news.laohu8.com/highlight/detail?id=1135445081","media":"新浪财经","summary":"有网友在杭州文一路隧道中目击阿里巴巴集团创始人马云。","content":"<p><html><head></head><body>27th news,<a href=\"https://laohu8.com/S/09988\">Alibaba-SW</a>It continued to rise in the afternoon, with an increase of nearly 4% as of press time. Meanwhile, Alibaba concept stocks saw unusual activity in the afternoon.<a href=\"https://laohu8.com/S/300688\">Entrepreneurial Dark Horse</a>、<a href=\"https://laohu8.com/S/688365\">Guangyun Technology</a>Both rose by more than 10%, including DataPort.<a href=\"https://laohu8.com/S/600797\">Zhejiang University Network</a>、<a href=\"https://laohu8.com/S/688220\">ASR Microelectronics</a>Wait for individual stocks to follow suit.</p><p><img src=\"https://static.tigerbbs.com/8b290a81d4d3dc5cafa88f08821c444c\" tg-width=\"840\" tg-height=\"470\" referrerpolicy=\"no-referrer\"/></p><p>Previously appeared in Japan, Thailand and other places<a href=\"https://laohu8.com/S/BABA\">Alibaba</a>The group's founder, Jack Ma, has returned to China. Recently, netizens witnessed Jack Ma, the founder of Alibaba Group, in Hangzhou's Wenyi Road Tunnel.</p><p>In the video, Jack Ma is seen riding in a minivan, occasionally talking to people next to him, or in front of him. In response, a reporter from the Science and Technology Innovation Board Daily confirmed with relevant sources that the occupants of the car were Jack Ma, Alibaba Group Chairman and CEO Daniel Zhang, and...<a href=\"https://laohu8.com/S/06688\">Ant Group</a>Executive Vice President Shao Xiaofeng. (Reporters Mao Mingjiang and Huang Xinyi)</p><p></body></html></p>","source":"XLCJ","collect":0,"html":"<!DOCTYPE html>\n<html>\n<head>\n<meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\" />\n<meta name=\"viewport\" content=\"width=device-width,initial-scale=1.0,minimum-scale=1.0,maximum-scale=1.0,user-scalable=no\"/>\n<meta name=\"format-detection\" content=\"telephone=no,email=no,address=no\" />\n<title>Rumors circulate online that Alibaba's founder, Jack Ma, has returned to China.</title>\n<style type=\"text/css\">\na,abbr,acronym,address,applet,article,aside,audio,b,big,blockquote,body,canvas,caption,center,cite,code,dd,del,details,dfn,div,dl,dt,\nem,embed,fieldset,figcaption,figure,footer,form,h1,h2,h3,h4,h5,h6,header,hgroup,html,i,iframe,img,ins,kbd,label,legend,li,mark,menu,nav,\nobject,ol,output,p,pre,q,ruby,s,samp,section,small,span,strike,strong,sub,summary,sup,table,tbody,td,tfoot,th,thead,time,tr,tt,u,ul,var,video{ font:inherit;margin:0;padding:0;vertical-align:baseline;border:0 }\nbody{ font-size:16px; line-height:1.5; color:#999; background:transparent; }\n.wrapper{ overflow:hidden;word-break:break-all;padding:10px; }\nh1,h2{ font-weight:normal; line-height:1.35; margin-bottom:.6em; }\nh3,h4,h5,h6{ line-height:1.35; margin-bottom:1em; }\nh1{ font-size:24px; }\nh2{ font-size:20px; }\nh3{ font-size:18px; }\nh4{ font-size:16px; }\nh5{ font-size:14px; }\nh6{ font-size:12px; }\np,ul,ol,blockquote,dl,table{ margin:1.2em 0; }\nul,ol{ margin-left:2em; }\nul{ list-style:disc; }\nol{ list-style:decimal; }\nli,li p{ margin:10px 0;}\nimg{ max-width:100%;display:block;margin:0 auto 1em; }\nblockquote{ color:#B5B2B1; border-left:3px solid #aaa; padding:1em; }\nstrong,b{font-weight:bold;}\nem,i{font-style:italic;}\ntable{ width:100%;border-collapse:collapse;border-spacing:1px;margin:1em 0;font-size:.9em; }\nth,td{ padding:5px;text-align:left;border:1px solid #aaa; }\nth{ font-weight:bold;background:#5d5d5d; }\n.symbol-link{font-weight:bold;}\n/* header{ border-bottom:1px solid #494756; } */\n.title{ margin:0 0 8px;line-height:1.3;color:#ddd; }\n.meta {color:#5e5c6d;font-size:13px;margin:0 0 .5em; }\na{text-decoration:none; color:#2a4b87;}\n.meta .head { display: inline-block; overflow: hidden}\n.head .h-thumb { width: 30px; height: 30px; margin: 0; padding: 0; border-radius: 50%; float: left;}\n.head .h-content { margin: 0; padding: 0 0 0 9px; float: left;}\n.head .h-name {font-size: 13px; color: #eee; margin: 0;}\n.head .h-time {font-size: 12.5px; color: #7E829C; margin: 0;}\n.small {font-size: 12.5px; display: inline-block; transform: scale(0.9); -webkit-transform: scale(0.9); transform-origin: left; -webkit-transform-origin: left;}\n.smaller {font-size: 12.5px; display: inline-block; transform: scale(0.8); -webkit-transform: scale(0.8); transform-origin: left; -webkit-transform-origin: left;}\n.bt-text {font-size: 12px;margin: 1.5em 0 0 0}\n.bt-text p {margin: 0}\n</style>\n</head>\n<body>\n<div class=\"wrapper\">\n<header>\n<h2 class=\"title\">\nRumors circulate online that Alibaba's founder, Jack Ma, has returned to China.\n</h2>\n<h4 class=\"meta\">\n<p class=\"head\">\n<strong class=\"h-name small\">新浪财经</strong><span class=\"h-time small\">2023-03-27 13:10</span>\n</p>\n</h4>\n</header>\n<article>\n<p><html><head></head><body>27th news,<a href=\"https://laohu8.com/S/09988\">Alibaba-SW</a>It continued to rise in the afternoon, with an increase of nearly 4% as of press time. Meanwhile, Alibaba concept stocks saw unusual activity in the afternoon.<a href=\"https://laohu8.com/S/300688\">Entrepreneurial Dark Horse</a>、<a href=\"https://laohu8.com/S/688365\">Guangyun Technology</a>Both rose by more than 10%, including DataPort.<a href=\"https://laohu8.com/S/600797\">Zhejiang University Network</a>、<a href=\"https://laohu8.com/S/688220\">ASR Microelectronics</a>Wait for individual stocks to follow suit.</p><p><img src=\"https://static.tigerbbs.com/8b290a81d4d3dc5cafa88f08821c444c\" tg-width=\"840\" tg-height=\"470\" referrerpolicy=\"no-referrer\"/></p><p>Previously appeared in Japan, Thailand and other places<a href=\"https://laohu8.com/S/BABA\">Alibaba</a>The group's founder, Jack Ma, has returned to China. Recently, netizens witnessed Jack Ma, the founder of Alibaba Group, in Hangzhou's Wenyi Road Tunnel.</p><p>In the video, Jack Ma is seen riding in a minivan, occasionally talking to people next to him, or in front of him. In response, a reporter from the Science and Technology Innovation Board Daily confirmed with relevant sources that the occupants of the car were Jack Ma, Alibaba Group Chairman and CEO Daniel Zhang, and...<a href=\"https://laohu8.com/S/06688\">Ant Group</a>Executive Vice President Shao Xiaofeng. (Reporters Mao Mingjiang and Huang Xinyi)</p><p></body></html></p>\n<div class=\"bt-text\">\n\n\n<p> source：<a href=\"https://finance.sina.com.cn/china/gncj/2023-03-27/doc-imynhvcf5020323.shtml\">新浪财经</a></p>\n\n\n</div>\n</article>\n</div>\n</body>\n</html>\n","type":0,"thumbnail":"https://static.tigerbbs.com/f2a20dbdd9e7114c7a052345418239e3","relate_stocks":{"BABA":"阿里巴巴","09988":"阿里巴巴-W"},"source_url":"https://finance.sina.com.cn/china/gncj/2023-03-27/doc-imynhvcf5020323.shtml","is_english":false,"share_image_url":"https://static.laohu8.com/e9f99090a1c2ed51c021029395664489","article_id":"1135445081","content_text":"27日讯，阿里巴巴-SW午后持续走高，截至发稿涨幅近4%。同时，阿里概念股午后异动，创业黑马、光云科技均涨超10%，数据港、浙大网新、翱捷科技等个股跟涨。此前在日本、泰国等地现身的阿里巴巴集团创始人马云已返回国内。近日有网友在杭州文一路隧道中目击阿里巴巴集团创始人马云。视频中，马云乘坐一辆商务车，不时与身边即前面的人交谈。对此，《科创板日报》记者从相关人士处确认，该车内人士分别为马云、阿里巴巴集团董事会主席兼首席执行官张勇以及蚂蚁集团执行副总裁邵晓锋。（ 记者 毛明江 黄心怡）","news_type":1,"symbols_score_info":{"BABA":0.9,"09988":0.9}},"isVote":1,"tweetType":1,"viewCount":4872,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943784382,"gmtCreate":1679722262946,"gmtModify":1679722267960,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"authorIdStr":"4142746771171822","idStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Ejejwkwk","listText":"Ejejwkwk","text":"Ejejwkwk","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943784382","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":5563,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943784975,"gmtCreate":1679722256398,"gmtModify":1679722260157,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"authorIdStr":"4142746771171822","idStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Ejekekekw","listText":"Ejekekekw","text":"Ejekekekw","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943784975","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":5102,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943784057,"gmtCreate":1679722250279,"gmtModify":1679722252746,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"authorIdStr":"4142746771171822","idStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Wwkwkwkwk","listText":"Wwkwkwkwk","text":"Wwkwkwkwk","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943784057","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":5226,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943785763,"gmtCreate":1679722245153,"gmtModify":1679722249196,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"authorIdStr":"4142746771171822","idStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Djsksksk","listText":"Djsksksk","text":"Djsksksk","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943785763","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":4928,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943785454,"gmtCreate":1679722236278,"gmtModify":1679722240056,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"authorIdStr":"4142746771171822","idStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Sjskskskwk","listText":"Sjskskskwk","text":"Sjskskskwk","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943785454","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":6056,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943785581,"gmtCreate":1679722229644,"gmtModify":1679722232771,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"authorIdStr":"4142746771171822","idStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Sbzjzkskak","listText":"Sbzjzkskak","text":"Sbzjzkskak","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943785581","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":4518,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943785274,"gmtCreate":1679722223299,"gmtModify":1679722228425,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar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0,"link":"https://ttm.financial/post/9943786711","repostId":"1150139689","repostType":4,"repost":{"id":"1150139689","kind":"news","weMediaInfo":{"introduction":"为用户提供金融资讯、行情、数据，旨在帮助投资者理解世界，做投资决策。","home_visible":1,"media_name":"老虎资讯综合","id":"102","head_image":"https://static.tigerbbs.com/8274c5b9d4c2852bfb1c4d6ce16c68ba"},"pubTimestamp":1679660870,"share":"https://ttm.financial/m/news/1150139689?lang=en_US&edition=fundamental","pubTime":"2023-03-24 20:27","market":"us","language":"zh","title":"Pre-market | Panic waves repeat! European and American bank stocks have crashed again, this time focusing on Deutsche Bank! Crude oil also fell sharply.","url":"https://stock-news.laohu8.com/highlight/detail?id=1150139689","media":"老虎资讯综合","summary":"摘要：美股股指期货下跌，欧洲主要股指集体下跌；欧美银行股走低，德意志银行跌超10%。3月24日，美股股指期货下跌，道指期货跌1.02%，标普500指数跌0.85%，纳指期货跌0.54%。盘前要闻消息人","content":"<p><html><head></head><body><b>Abstract: US stock index futures fell, and major European stock indices collectively declined; European and American bank stocks fell.<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It fell by more than 10%.</b>On March 24, U.S. stock index futures fell, with Dow Jones futures down 1.02%, S&P 500 futures down 0.85%, and Nasdaq futures down 0.54%.<img src=\"https://static.tigerbbs.com/b95f0ed361e1d88d33f781577a70878f\" tg-width=\"432\" tg-height=\"197\" referrerpolicy=\"no-referrer\"/><b>Pre-market news</b></p><p>Sources say that Swiss authorities and<a href=\"https://laohu8.com/S/UBS\">UBS</a>We strive to complete it as early as the end of April.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>The transaction.</p><p>OpenAI announced the launch of a plugin feature that gives ChatGPT the ability to use tools, connect to the internet, run computing, and interact with over 5,000 applications.</p><p>The UK Competition and Markets Authority says new evidence has eased concerns.<a href=\"https://laohu8.com/S/MSFT\">Microsoft</a>and<a href=\"https://laohu8.com/S/ATVI\">Activision Blizzard</a>Regarding concerns about the transaction, the final report will be released before April 26.<b>(Activision Blizzard rose more than 5% in pre-market trading)</b></p><p>Sources say the U.S. Department of Justice is investigating whether financial professionals helped Russian oligarchs evade sanctions, and banks such as Credit Suisse and UBS are under investigation.</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>In response to being shorted, the company stated its intention to cooperate with the U.S. Securities and Exchange Commission to discuss the possibility of legal action against Hindenburg.</p><p><a href=\"https://laohu8.com/S/TSLA\">Tesla</a>Automobile (Beijing) Co., Ltd. has expanded its recall of some imported Model S electric vehicles, totaling 2,649 units.</p><p><a href=\"https://laohu8.com/S/MCO\">Moody's</a>: down<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>The initiator's rating may be further downgraded in the future.</p><p><a href=\"https://laohu8.com/S/LI\">Li Auto</a>Official Weibo account: As of March 24, 2023, Li Auto had delivered over 300,000 vehicles, setting a record for the fastest delivery by a new energy vehicle manufacturer.<a href=\"https://laohu8.com/S/DLX\">luxury</a>Brand delivery record.</p><p><b>Binance spot trading has been suspended due to problems, causing the cryptocurrency market to plummet.</b></p><p>Binance, the world's largest cryptocurrency exchange, has experienced an outage, and its spot order book data has not been updated for a long time. Binance stated on its social media platform that an issue is affecting Binance's spot trading. In an effort to resolve this issue as soon as possible, all spot trading is currently temporarily suspended. However, Binance CEO Changpeng Zhao later stated that preliminary analysis indicated a malfunction in Binance's matching engine while tracking stop-loss orders, and it is expected to recover within 30-120 minutes. As of press time, Bitcoin fell 4% to $27,300 at one point, Ethereum fell 5% to $1,720 at one point, and Dogecoin and Ripple both fell by more than 5%. Binance platform coin (BNB) fell by more than 3% on other platforms.</p><p><b>Bank stocks plummeted again! This turmoil is the most<a href=\"https://laohu8.com/S/00360\">New Focus</a>It's Deutsche Bank; Deutsche Bank AT1 bonds saw a significant sell-off this week!</b></p><p>According to S&P Market Intelligence data, Deutsche Bank's CDS (credit default swap) continued to rise to 173 basis points on Thursday, compared to 142 basis points on Wednesday. Lufford added that,<b>This fluctuation is also<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>The largest single-day increase in the history of bank CDS</b>。</p><p>The bond market is also on edge. Data from Tradeweb shows that Deutsche Bank's AT1 bond, with a coupon rate of 7.5%, has fallen to 74 cents ($1 per coupon), with the implied yield doubling in the past two weeks. However, the main reason for the decline in these bonds was the greater impact of Switzerland's full write-down of Credit Suisse's AT1 bonds.</p><p>To stabilize market sentiment,<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It also announced on Friday the early redemption of a T2 bond due in 2028, totaling $1.5 billion.</p><p><p class=\"t-img-caption\"><img src=\"https://static.tigerbbs.com/a98166a4c9ad106c779f79539be8dd52\" tg-width=\"1643\" tg-height=\"838\" referrerpolicy=\"no-referrer\"/><span>(Source: Deutsche Bank)</span></p><p><b>Pre-market price</b></p><p>European and American bank stocks fell in pre-market trading.<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>It fell more than 10%.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>It fell more than 5%.<a href=\"https://laohu8.com/S/UBS\">UBS</a>It fell more than 4%.<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>、<a href=\"https://laohu8.com/S/WAL\">Allianz Western Bank</a>、<a href=\"https://laohu8.com/S/SI\">Silvergate Capital</a>It fell by more than 3%.<a href=\"https://laohu8.com/S/SPGI\">S&P Global</a>Market intelligence firm: Deutsche Bank's five-year credit default swaps (CDS) rose 30 basis points from Thursday's closing price to 558 basis points.</p><p><a href=\"https://laohu8.com/S/MRVL\">Maywell Technology</a>The stock fell more than 2% in pre-market trading after announcing 320 layoffs.</p><p>Faraday Future shares rose more than 2% in pre-market trading after the company announced the start of the countdown to the production of the FF 91 Futurist, which will begin production on March 29, 2023 (March 30, Beijing time).</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>The stock fell nearly 3% in pre-market trading, after falling more than 14% in the previous trading day. Hindenburg announces short selling<a href=\"https://laohu8.com/S/SQ\">Block</a>The company's report states that,<a href=\"https://laohu8.com/S/SQ\">Block</a>This grossly exaggerates the actual number of users and underestimates their customer acquisition costs.</p><p><b>European Market</b></p><p>Major European stock indices fell across the board. As of press time, Germany's DAX30 index was down 2.36%, and France's CAC40 was down 2.27%.<img src=\"https://static.tigerbbs.com/f8af27d1a389e96a783302d2d6dad5d9\" tg-width=\"822\" tg-height=\"356\" referrerpolicy=\"no-referrer\"/><b>crude oil</b></p><p>International oil prices fell, with WTI crude trading at $67.55 a barrel, down 3.44% on the day. Brent crude is currently trading at $73.49 a barrel, down 3.19% on the day.</p><p>The dollar is relatively weak as demand for commodities from China, the world's largest oil importer, is surging.<a href=\"https://laohu8.com/S/GS\">Goldman Sachs</a>The outlook for rising oil prices has boosted bullish sentiment. However,<a href=\"https://laohu8.com/S/USEG\">U.S. energy</a>Secretary Granholm stated that replenishment of the U.S. Strategic Petroleum Reserve (SPR) could take years, raising concerns about a potential oversupply. Russia's continued supply of crude oil to the global market has also increased pressure on the oil market. Investors still need to be wary of the possibility of oil prices returning to a downward trend.</p><p><b>gold</b></p><p>Spot gold rose 0.15% intraday to $1,998.50 an ounce.</p><p>The impact of the Federal Reserve's dovish rate hike has subsided, turmoil in the European and American banking sectors has eased, and a wait-and-see attitude among bulls and bears is intensifying. Although the overnight rebound of the US dollar has caused some bulls to be concerned, gold prices are expected to still have the opportunity to fluctuate upwards in the future. In the medium to long term, the market generally expects that global central banks have entered the end of the rate hike cycle, expectations of interest rate cuts this year are rising, US Treasury yields continue to weaken, and the safe-haven demand for gold will also support gold prices.</p><p></body></html></p>","collect":0,"html":"<!DOCTYPE html>\n<html>\n<head>\n<meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\" />\n<meta name=\"viewport\" content=\"width=device-width,initial-scale=1.0,minimum-scale=1.0,maximum-scale=1.0,user-scalable=no\"/>\n<meta name=\"format-detection\" content=\"telephone=no,email=no,address=no\" />\n<title>Pre-market | Panic waves repeat! European and American bank stocks have crashed again, this time focusing on Deutsche Bank! Crude oil also fell sharply.</title>\n<style type=\"text/css\">\na,abbr,acronym,address,applet,article,aside,audio,b,big,blockquote,body,canvas,caption,center,cite,code,dd,del,details,dfn,div,dl,dt,\nem,embed,fieldset,figcaption,figure,footer,form,h1,h2,h3,h4,h5,h6,header,hgroup,html,i,iframe,img,ins,kbd,label,legend,li,mark,menu,nav,\nobject,ol,output,p,pre,q,ruby,s,samp,section,small,span,strike,strong,sub,summary,sup,table,tbody,td,tfoot,th,thead,time,tr,tt,u,ul,var,video{ font:inherit;margin:0;padding:0;vertical-align:baseline;border:0 }\nbody{ font-size:16px; line-height:1.5; color:#999; background:transparent; }\n.wrapper{ overflow:hidden;word-break:break-all;padding:10px; }\nh1,h2{ font-weight:normal; line-height:1.35; margin-bottom:.6em; }\nh3,h4,h5,h6{ line-height:1.35; margin-bottom:1em; }\nh1{ font-size:24px; }\nh2{ font-size:20px; }\nh3{ font-size:18px; }\nh4{ font-size:16px; }\nh5{ font-size:14px; }\nh6{ font-size:12px; }\np,ul,ol,blockquote,dl,table{ margin:1.2em 0; }\nul,ol{ margin-left:2em; }\nul{ list-style:disc; }\nol{ list-style:decimal; }\nli,li p{ margin:10px 0;}\nimg{ max-width:100%;display:block;margin:0 auto 1em; }\nblockquote{ color:#B5B2B1; border-left:3px solid #aaa; padding:1em; }\nstrong,b{font-weight:bold;}\nem,i{font-style:italic;}\ntable{ width:100%;border-collapse:collapse;border-spacing:1px;margin:1em 0;font-size:.9em; }\nth,td{ padding:5px;text-align:left;border:1px solid #aaa; }\nth{ font-weight:bold;background:#5d5d5d; }\n.symbol-link{font-weight:bold;}\n/* header{ border-bottom:1px solid #494756; } */\n.title{ margin:0 0 8px;line-height:1.3;color:#ddd; }\n.meta {color:#5e5c6d;font-size:13px;margin:0 0 .5em; }\na{text-decoration:none; color:#2a4b87;}\n.meta .head { display: inline-block; overflow: hidden}\n.head .h-thumb { width: 30px; height: 30px; margin: 0; padding: 0; border-radius: 50%; float: left;}\n.head .h-content { margin: 0; padding: 0 0 0 9px; float: left;}\n.head .h-name {font-size: 13px; color: #eee; margin: 0;}\n.head .h-time {font-size: 12.5px; color: #7E829C; margin: 0;}\n.small {font-size: 12.5px; display: inline-block; transform: scale(0.9); -webkit-transform: scale(0.9); transform-origin: left; -webkit-transform-origin: left;}\n.smaller {font-size: 12.5px; display: inline-block; transform: scale(0.8); -webkit-transform: scale(0.8); transform-origin: left; -webkit-transform-origin: left;}\n.bt-text {font-size: 12px;margin: 1.5em 0 0 0}\n.bt-text p {margin: 0}\n</style>\n</head>\n<body>\n<div class=\"wrapper\">\n<header>\n<h2 class=\"title\">\nPre-market | Panic waves repeat! European and American bank stocks have crashed again, this time focusing on Deutsche Bank! Crude oil also fell sharply.\n</h2>\n<h4 class=\"meta\">\n<a class=\"head\" href=\"https://laohu8.com/wemedia/102\">\n\n<div class=\"h-thumb\" style=\"background-image:url(https://static.tigerbbs.com/8274c5b9d4c2852bfb1c4d6ce16c68ba);background-size:cover;\"></div>\n\n<div class=\"h-content\">\n<p class=\"h-name\">老虎资讯综合 </p>\n<p class=\"h-time smaller\">2023-03-24 20:27</p>\n</div>\n</a>\n</h4>\n</header>\n<article>\n<p><html><head></head><body><b>Abstract: US stock index futures fell, and major European stock indices collectively declined; European and American bank stocks fell.<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It fell by more than 10%.</b>On March 24, U.S. stock index futures fell, with Dow Jones futures down 1.02%, S&P 500 futures down 0.85%, and Nasdaq futures down 0.54%.<img src=\"https://static.tigerbbs.com/b95f0ed361e1d88d33f781577a70878f\" tg-width=\"432\" tg-height=\"197\" referrerpolicy=\"no-referrer\"/><b>Pre-market news</b></p><p>Sources say that Swiss authorities and<a href=\"https://laohu8.com/S/UBS\">UBS</a>We strive to complete it as early as the end of April.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>The transaction.</p><p>OpenAI announced the launch of a plugin feature that gives ChatGPT the ability to use tools, connect to the internet, run computing, and interact with over 5,000 applications.</p><p>The UK Competition and Markets Authority says new evidence has eased concerns.<a href=\"https://laohu8.com/S/MSFT\">Microsoft</a>and<a href=\"https://laohu8.com/S/ATVI\">Activision Blizzard</a>Regarding concerns about the transaction, the final report will be released before April 26.<b>(Activision Blizzard rose more than 5% in pre-market trading)</b></p><p>Sources say the U.S. Department of Justice is investigating whether financial professionals helped Russian oligarchs evade sanctions, and banks such as Credit Suisse and UBS are under investigation.</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>In response to being shorted, the company stated its intention to cooperate with the U.S. Securities and Exchange Commission to discuss the possibility of legal action against Hindenburg.</p><p><a href=\"https://laohu8.com/S/TSLA\">Tesla</a>Automobile (Beijing) Co., Ltd. has expanded its recall of some imported Model S electric vehicles, totaling 2,649 units.</p><p><a href=\"https://laohu8.com/S/MCO\">Moody's</a>: down<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>The initiator's rating may be further downgraded in the future.</p><p><a href=\"https://laohu8.com/S/LI\">Li Auto</a>Official Weibo account: As of March 24, 2023, Li Auto had delivered over 300,000 vehicles, setting a record for the fastest delivery by a new energy vehicle manufacturer.<a href=\"https://laohu8.com/S/DLX\">luxury</a>Brand delivery record.</p><p><b>Binance spot trading has been suspended due to problems, causing the cryptocurrency market to plummet.</b></p><p>Binance, the world's largest cryptocurrency exchange, has experienced an outage, and its spot order book data has not been updated for a long time. Binance stated on its social media platform that an issue is affecting Binance's spot trading. In an effort to resolve this issue as soon as possible, all spot trading is currently temporarily suspended. However, Binance CEO Changpeng Zhao later stated that preliminary analysis indicated a malfunction in Binance's matching engine while tracking stop-loss orders, and it is expected to recover within 30-120 minutes. As of press time, Bitcoin fell 4% to $27,300 at one point, Ethereum fell 5% to $1,720 at one point, and Dogecoin and Ripple both fell by more than 5%. Binance platform coin (BNB) fell by more than 3% on other platforms.</p><p><b>Bank stocks plummeted again! This turmoil is the most<a href=\"https://laohu8.com/S/00360\">New Focus</a>It's Deutsche Bank; Deutsche Bank AT1 bonds saw a significant sell-off this week!</b></p><p>According to S&P Market Intelligence data, Deutsche Bank's CDS (credit default swap) continued to rise to 173 basis points on Thursday, compared to 142 basis points on Wednesday. Lufford added that,<b>This fluctuation is also<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>The largest single-day increase in the history of bank CDS</b>。</p><p>The bond market is also on edge. Data from Tradeweb shows that Deutsche Bank's AT1 bond, with a coupon rate of 7.5%, has fallen to 74 cents ($1 per coupon), with the implied yield doubling in the past two weeks. However, the main reason for the decline in these bonds was the greater impact of Switzerland's full write-down of Credit Suisse's AT1 bonds.</p><p>To stabilize market sentiment,<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It also announced on Friday the early redemption of a T2 bond due in 2028, totaling $1.5 billion.</p><p><p class=\"t-img-caption\"><img src=\"https://static.tigerbbs.com/a98166a4c9ad106c779f79539be8dd52\" tg-width=\"1643\" tg-height=\"838\" referrerpolicy=\"no-referrer\"/><span>(Source: Deutsche Bank)</span></p><p><b>Pre-market price</b></p><p>European and American bank stocks fell in pre-market trading.<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>It fell more than 10%.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>It fell more than 5%.<a href=\"https://laohu8.com/S/UBS\">UBS</a>It fell more than 4%.<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>、<a href=\"https://laohu8.com/S/WAL\">Allianz Western Bank</a>、<a href=\"https://laohu8.com/S/SI\">Silvergate Capital</a>It fell by more than 3%.<a href=\"https://laohu8.com/S/SPGI\">S&P Global</a>Market intelligence firm: Deutsche Bank's five-year credit default swaps (CDS) rose 30 basis points from Thursday's closing price to 558 basis points.</p><p><a href=\"https://laohu8.com/S/MRVL\">Maywell Technology</a>The stock fell more than 2% in pre-market trading after announcing 320 layoffs.</p><p>Faraday Future shares rose more than 2% in pre-market trading after the company announced the start of the countdown to the production of the FF 91 Futurist, which will begin production on March 29, 2023 (March 30, Beijing time).</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>The stock fell nearly 3% in pre-market trading, after falling more than 14% in the previous trading day. Hindenburg announces short selling<a href=\"https://laohu8.com/S/SQ\">Block</a>The company's report states that,<a href=\"https://laohu8.com/S/SQ\">Block</a>This grossly exaggerates the actual number of users and underestimates their customer acquisition costs.</p><p><b>European Market</b></p><p>Major European stock indices fell across the board. As of press time, Germany's DAX30 index was down 2.36%, and France's CAC40 was down 2.27%.<img src=\"https://static.tigerbbs.com/f8af27d1a389e96a783302d2d6dad5d9\" tg-width=\"822\" tg-height=\"356\" referrerpolicy=\"no-referrer\"/><b>crude oil</b></p><p>International oil prices fell, with WTI crude trading at $67.55 a barrel, down 3.44% on the day. Brent crude is currently trading at $73.49 a barrel, down 3.19% on the day.</p><p>The dollar is relatively weak as demand for commodities from China, the world's largest oil importer, is surging.<a href=\"https://laohu8.com/S/GS\">Goldman Sachs</a>The outlook for rising oil prices has boosted bullish sentiment. However,<a href=\"https://laohu8.com/S/USEG\">U.S. energy</a>Secretary Granholm stated that replenishment of the U.S. Strategic Petroleum Reserve (SPR) could take years, raising concerns about a potential oversupply. Russia's continued supply of crude oil to the global market has also increased pressure on the oil market. Investors still need to be wary of the possibility of oil prices returning to a downward trend.</p><p><b>gold</b></p><p>Spot gold rose 0.15% intraday to $1,998.50 an ounce.</p><p>The impact of the Federal Reserve's dovish rate hike has subsided, turmoil in the European and American banking sectors has eased, and a wait-and-see attitude among bulls and bears is intensifying. Although the overnight rebound of the US dollar has caused some bulls to be concerned, gold prices are expected to still have the opportunity to fluctuate upwards in the future. In the medium to long term, the market generally expects that global central banks have entered the end of the rate hike cycle, expectations of interest rate cuts this year are rising, US Treasury yields continue to weaken, and the safe-haven demand for gold will also support gold prices.</p><p></body></html></p>\n</article>\n</div>\n</body>\n</html>\n","type":0,"thumbnail":"https://static.tigerbbs.com/ed4ee39e6b0f45214393093d70ba81a8","relate_stocks":{"DDG":"ProShares做空石油与天然气ETF",".DJI":"道琼斯",".SPX":"S&P 500 Index","BK4570":"地缘局势概念股","SCO":"二倍做空彭博原油指数ETF","DB":"德意志银行","DUG":"二倍做空石油与天然气ETF(ProShares)","UCO":"二倍做多彭博原油ETF",".IXIC":"NASDAQ Composite","BK4585":"ETF&股票定投概念","BK4588":"碎股","USO":"美国原油ETF","DWT":"三倍做空原油ETN"},"source_url":"","is_english":false,"share_image_url":"https://static.laohu8.com/e9f99090a1c2ed51c021029395664489","article_id":"1150139689","content_text":"摘要：美股股指期货下跌，欧洲主要股指集体下跌；欧美银行股走低，德意志银行跌超10%。3月24日，美股股指期货下跌，道指期货跌1.02%，标普500指数跌0.85%，纳指期货跌0.54%。盘前要闻消息人士称，瑞士当局和瑞银力争最快在4月底完成与瑞士信贷的交易。OpenAI宣布推出插件功能，赋予ChatGPT使用工具、联网、运行计算的能力，可与超5000个应用交互。英国竞争和市场管理局称新证据缓解了对微软和动视暴雪交易的担忧，最终报告将于4月26日前发布。（动视暴雪盘前涨超5%）消息人士称，美国司法部正在调查金融专业人士是否帮助俄罗斯寡头逃避制裁，瑞士信贷和瑞银等银行正在接受调查。Block回应被做空，称打算与美国证券交易委员会合作，讨论对兴登堡采取法律行动的可能。特斯拉汽车（北京）有限公司扩大召回部分进口Model S电动汽车，共计2649辆。穆迪：下调第一共和银行的发起人评级，未来可能会进一步下调该评级。理想汽车官微：截至2023年3月24日，理想汽车累计交付超过30万辆，创最快新势力豪华品牌交付纪录。币安现货交易出现问题已暂停 加密货币市场应声大跌全球最大的加密货币交易所币安（Binance）出现故障，其现货订单簿数据已长时间未更新。币安在其社交平台表示，有一个问题影响到Binance的现货交易。在努力尽快解决这个问题的过程中，所有现货交易目前暂时停止。不过，币安CEO赵长鹏随后表示，初步分析Binance匹配引擎在追踪止损订单时出现故障，预计30-120分钟可恢复。截至发稿，比特币跌4%一度触及27300美元，以太坊跌5%一度触及1720美元，狗狗币、瑞波币均跌超5%。币安平台币（BNB）在其他平台跌超3%。银行股再次暴跌！这次动荡的最新焦点是德银，德银AT1债券本周遭大幅抛售！根据标普市场情报的数据，本周四德银的CDS（信贷违约互换）继续上冲至173基点，而周三时的价格为142个基点。路孚特对此补充称，这个波动也是德意志银行银行CDS有史以来的最大单日涨幅。债券市场也同样风声鹤唳。Tradeweb的数据显示，德银票面利率为7.5%的AT1债券交易价格已经跌至74美分（票面为1美元），背后隐含的收益率已经在过去两周内翻番。不过这类债券下跌的主要原因，还是瑞士全额减计瑞信AT1债券的影响更大一些。为了稳定市场情绪，德意志银行也在周五宣布，提前赎回一笔2028年到期的T2债券，总额为15亿美元。（来源：德意志银行）盘前行情欧美银行股盘前走低，德意志银行跌超10%，瑞士信贷跌超5%，瑞银跌超4%，第一共和银行、阿莱恩斯西部银行、Silvergate Capital跌超3%。标普全球市场情报公司：德意志银行五年期信贷违约掉期（CDS）从周四收盘价上涨30个基点，达到558个基点。迈威尔科技盘前跌超2%，宣布裁员320人。法拉第未来盘前涨超2%，公司宣布启动FF 91 Futurist开始生产倒计时，该车型将于美国时间2023年3月29日（北京时间3月30日）开始生产。Block盘前跌近3%，该股上一交易日跌超14%。兴登堡发布做空Block公司的报告指，Block严重夸大了真实用户数量，低估了其获客成本。欧洲市场欧洲主要股指集体下跌，截至发稿，德国DAX30指数跌2.36%，法国CAC40跌2.27%。原油国际油价下跌，美油报67.55美元/桶，日内跌幅3.44%；布油现报73.49美元/桶，日内跌幅3.19%。美元相对疲软，因为中国作为世界上最大的石油进口国，对大宗商品的需求正在激增高盛看涨油价后市，鼓舞多头士气。不过，美国能源部长格兰霍姆称美国战略石油储备(SPR)的回补可能需要数年时间，引发人们对潜在的供应过剩感到担忧。俄罗斯持续对全球市场供应原油，也增加了油市压力。投资者仍需提防油价重回跌势的可能性。黄金现货黄金日内涨0.15%，报1,998.50美元/盎司。美联储鸽派加息的影响有所消退，欧美银行业的动荡也有所缓解，多空观望情绪渐浓。虽然美元隔夜探底回升令部分多头有所顾忌，但预计金价后市仍有震荡走高的机会，因为中长线来看，市场普遍预期全球央行已经进入加息周期尾期，年内降息预期升温，美债收益率持续走弱，而且黄金的避险需求也将支撑金价。","news_type":1,"symbols_score_info":{"DWT":0.9,"DDG":0.9,"USO":0.9,"BZmain":0.9,".SPX":0.9,"CS":0.9,".DJI":0.9,".IXIC":0.9,"DB":0.9,"CLmain":0.9,"QMmain":0.9,"SCO":0.9,"DUG":0.9,"UCO":0.9}},"isVote":1,"tweetType":1,"viewCount":1133,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943786470,"gmtCreate":1679721321891,"gmtModify":1679721324861,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"authorIdStr":"4142746771171822","idStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Djdkdkdk","listText":"Djdkdkdk","text":"Djdkdkdk","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":0,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943786470","repostId":"1150139689","repostType":4,"repost":{"id":"1150139689","kind":"news","weMediaInfo":{"introduction":"为用户提供金融资讯、行情、数据，旨在帮助投资者理解世界，做投资决策。","home_visible":1,"media_name":"老虎资讯综合","id":"102","head_image":"https://static.tigerbbs.com/8274c5b9d4c2852bfb1c4d6ce16c68ba"},"pubTimestamp":1679660870,"share":"https://ttm.financial/m/news/1150139689?lang=en_US&edition=fundamental","pubTime":"2023-03-24 20:27","market":"us","language":"zh","title":"Pre-market | Panic waves repeat! European and American bank stocks have crashed again, this time focusing on Deutsche Bank! Crude oil also fell sharply.","url":"https://stock-news.laohu8.com/highlight/detail?id=1150139689","media":"老虎资讯综合","summary":"摘要：美股股指期货下跌，欧洲主要股指集体下跌；欧美银行股走低，德意志银行跌超10%。3月24日，美股股指期货下跌，道指期货跌1.02%，标普500指数跌0.85%，纳指期货跌0.54%。盘前要闻消息人","content":"<p><html><head></head><body><b>Abstract: US stock index futures fell, and major European stock indices collectively declined; European and American bank stocks fell.<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It fell by more than 10%.</b>On March 24, U.S. stock index futures fell, with Dow Jones futures down 1.02%, S&P 500 futures down 0.85%, and Nasdaq futures down 0.54%.<img src=\"https://static.tigerbbs.com/b95f0ed361e1d88d33f781577a70878f\" tg-width=\"432\" tg-height=\"197\" referrerpolicy=\"no-referrer\"/><b>Pre-market news</b></p><p>Sources say that Swiss authorities and<a href=\"https://laohu8.com/S/UBS\">UBS</a>We strive to complete it as early as the end of April.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>The transaction.</p><p>OpenAI announced the launch of a plugin feature that gives ChatGPT the ability to use tools, connect to the internet, run computing, and interact with over 5,000 applications.</p><p>The UK Competition and Markets Authority says new evidence has eased concerns.<a href=\"https://laohu8.com/S/MSFT\">Microsoft</a>and<a href=\"https://laohu8.com/S/ATVI\">Activision Blizzard</a>Regarding concerns about the transaction, the final report will be released before April 26.<b>(Activision Blizzard rose more than 5% in pre-market trading)</b></p><p>Sources say the U.S. Department of Justice is investigating whether financial professionals helped Russian oligarchs evade sanctions, and banks such as Credit Suisse and UBS are under investigation.</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>In response to being shorted, the company stated its intention to cooperate with the U.S. Securities and Exchange Commission to discuss the possibility of legal action against Hindenburg.</p><p><a href=\"https://laohu8.com/S/TSLA\">Tesla</a>Automobile (Beijing) Co., Ltd. has expanded its recall of some imported Model S electric vehicles, totaling 2,649 units.</p><p><a href=\"https://laohu8.com/S/MCO\">Moody's</a>: down<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>The initiator's rating may be further downgraded in the future.</p><p><a href=\"https://laohu8.com/S/LI\">Li Auto</a>Official Weibo account: As of March 24, 2023, Li Auto had delivered over 300,000 vehicles, setting a record for the fastest delivery by a new energy vehicle manufacturer.<a href=\"https://laohu8.com/S/DLX\">luxury</a>Brand delivery record.</p><p><b>Binance spot trading has been suspended due to problems, causing the cryptocurrency market to plummet.</b></p><p>Binance, the world's largest cryptocurrency exchange, has experienced an outage, and its spot order book data has not been updated for a long time. Binance stated on its social media platform that an issue is affecting Binance's spot trading. In an effort to resolve this issue as soon as possible, all spot trading is currently temporarily suspended. However, Binance CEO Changpeng Zhao later stated that preliminary analysis indicated a malfunction in Binance's matching engine while tracking stop-loss orders, and it is expected to recover within 30-120 minutes. As of press time, Bitcoin fell 4% to $27,300 at one point, Ethereum fell 5% to $1,720 at one point, and Dogecoin and Ripple both fell by more than 5%. Binance platform coin (BNB) fell by more than 3% on other platforms.</p><p><b>Bank stocks plummeted again! This turmoil is the most<a href=\"https://laohu8.com/S/00360\">New Focus</a>It's Deutsche Bank; Deutsche Bank AT1 bonds saw a significant sell-off this week!</b></p><p>According to S&P Market Intelligence data, Deutsche Bank's CDS (credit default swap) continued to rise to 173 basis points on Thursday, compared to 142 basis points on Wednesday. Lufford added that,<b>This fluctuation is also<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>The largest single-day increase in the history of bank CDS</b>。</p><p>The bond market is also on edge. Data from Tradeweb shows that Deutsche Bank's AT1 bond, with a coupon rate of 7.5%, has fallen to 74 cents ($1 per coupon), with the implied yield doubling in the past two weeks. However, the main reason for the decline in these bonds was the greater impact of Switzerland's full write-down of Credit Suisse's AT1 bonds.</p><p>To stabilize market sentiment,<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It also announced on Friday the early redemption of a T2 bond due in 2028, totaling $1.5 billion.</p><p><p class=\"t-img-caption\"><img src=\"https://static.tigerbbs.com/a98166a4c9ad106c779f79539be8dd52\" tg-width=\"1643\" tg-height=\"838\" referrerpolicy=\"no-referrer\"/><span>(Source: Deutsche Bank)</span></p><p><b>Pre-market price</b></p><p>European and American bank stocks fell in pre-market trading.<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>It fell more than 10%.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>It fell more than 5%.<a href=\"https://laohu8.com/S/UBS\">UBS</a>It fell more than 4%.<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>、<a href=\"https://laohu8.com/S/WAL\">Allianz Western Bank</a>、<a href=\"https://laohu8.com/S/SI\">Silvergate Capital</a>It fell by more than 3%.<a href=\"https://laohu8.com/S/SPGI\">S&P Global</a>Market intelligence firm: Deutsche Bank's five-year credit default swaps (CDS) rose 30 basis points from Thursday's closing price to 558 basis points.</p><p><a href=\"https://laohu8.com/S/MRVL\">Maywell Technology</a>The stock fell more than 2% in pre-market trading after announcing 320 layoffs.</p><p>Faraday Future shares rose more than 2% in pre-market trading after the company announced the start of the countdown to the production of the FF 91 Futurist, which will begin production on March 29, 2023 (March 30, Beijing time).</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>The stock fell nearly 3% in pre-market trading, after falling more than 14% in the previous trading day. Hindenburg announces short selling<a href=\"https://laohu8.com/S/SQ\">Block</a>The company's report states that,<a href=\"https://laohu8.com/S/SQ\">Block</a>This grossly exaggerates the actual number of users and underestimates their customer acquisition costs.</p><p><b>European Market</b></p><p>Major European stock indices fell across the board. As of press time, Germany's DAX30 index was down 2.36%, and France's CAC40 was down 2.27%.<img src=\"https://static.tigerbbs.com/f8af27d1a389e96a783302d2d6dad5d9\" tg-width=\"822\" tg-height=\"356\" referrerpolicy=\"no-referrer\"/><b>crude oil</b></p><p>International oil prices fell, with WTI crude trading at $67.55 a barrel, down 3.44% on the day. Brent crude is currently trading at $73.49 a barrel, down 3.19% on the day.</p><p>The dollar is relatively weak as demand for commodities from China, the world's largest oil importer, is surging.<a href=\"https://laohu8.com/S/GS\">Goldman Sachs</a>The outlook for rising oil prices has boosted bullish sentiment. However,<a href=\"https://laohu8.com/S/USEG\">U.S. energy</a>Secretary Granholm stated that replenishment of the U.S. Strategic Petroleum Reserve (SPR) could take years, raising concerns about a potential oversupply. Russia's continued supply of crude oil to the global market has also increased pressure on the oil market. Investors still need to be wary of the possibility of oil prices returning to a downward trend.</p><p><b>gold</b></p><p>Spot gold rose 0.15% intraday to $1,998.50 an ounce.</p><p>The impact of the Federal Reserve's dovish rate hike has subsided, turmoil in the European and American banking sectors has eased, and a wait-and-see attitude among bulls and bears is intensifying. Although the overnight rebound of the US dollar has caused some bulls to be concerned, gold prices are expected to still have the opportunity to fluctuate upwards in the future. In the medium to long term, the market generally expects that global central banks have entered the end of the rate hike cycle, expectations of interest rate cuts this year are rising, US Treasury yields continue to weaken, and the safe-haven demand for gold will also support gold prices.</p><p></body></html></p>","collect":0,"html":"<!DOCTYPE html>\n<html>\n<head>\n<meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\" />\n<meta name=\"viewport\" content=\"width=device-width,initial-scale=1.0,minimum-scale=1.0,maximum-scale=1.0,user-scalable=no\"/>\n<meta name=\"format-detection\" content=\"telephone=no,email=no,address=no\" />\n<title>Pre-market | Panic waves repeat! European and American bank stocks have crashed again, this time focusing on Deutsche Bank! Crude oil also fell sharply.</title>\n<style type=\"text/css\">\na,abbr,acronym,address,applet,article,aside,audio,b,big,blockquote,body,canvas,caption,center,cite,code,dd,del,details,dfn,div,dl,dt,\nem,embed,fieldset,figcaption,figure,footer,form,h1,h2,h3,h4,h5,h6,header,hgroup,html,i,iframe,img,ins,kbd,label,legend,li,mark,menu,nav,\nobject,ol,output,p,pre,q,ruby,s,samp,section,small,span,strike,strong,sub,summary,sup,table,tbody,td,tfoot,th,thead,time,tr,tt,u,ul,var,video{ font:inherit;margin:0;padding:0;vertical-align:baseline;border:0 }\nbody{ font-size:16px; line-height:1.5; color:#999; background:transparent; }\n.wrapper{ overflow:hidden;word-break:break-all;padding:10px; }\nh1,h2{ font-weight:normal; line-height:1.35; margin-bottom:.6em; }\nh3,h4,h5,h6{ line-height:1.35; margin-bottom:1em; }\nh1{ font-size:24px; }\nh2{ font-size:20px; }\nh3{ font-size:18px; }\nh4{ font-size:16px; }\nh5{ font-size:14px; }\nh6{ font-size:12px; }\np,ul,ol,blockquote,dl,table{ margin:1.2em 0; }\nul,ol{ margin-left:2em; }\nul{ list-style:disc; }\nol{ list-style:decimal; }\nli,li p{ margin:10px 0;}\nimg{ max-width:100%;display:block;margin:0 auto 1em; }\nblockquote{ color:#B5B2B1; border-left:3px solid #aaa; padding:1em; }\nstrong,b{font-weight:bold;}\nem,i{font-style:italic;}\ntable{ width:100%;border-collapse:collapse;border-spacing:1px;margin:1em 0;font-size:.9em; }\nth,td{ padding:5px;text-align:left;border:1px solid #aaa; }\nth{ font-weight:bold;background:#5d5d5d; }\n.symbol-link{font-weight:bold;}\n/* header{ border-bottom:1px solid #494756; } */\n.title{ margin:0 0 8px;line-height:1.3;color:#ddd; }\n.meta {color:#5e5c6d;font-size:13px;margin:0 0 .5em; }\na{text-decoration:none; color:#2a4b87;}\n.meta .head { display: inline-block; overflow: hidden}\n.head .h-thumb { width: 30px; height: 30px; margin: 0; padding: 0; border-radius: 50%; float: left;}\n.head .h-content { margin: 0; padding: 0 0 0 9px; float: left;}\n.head .h-name {font-size: 13px; color: #eee; margin: 0;}\n.head .h-time {font-size: 12.5px; color: #7E829C; margin: 0;}\n.small {font-size: 12.5px; display: inline-block; transform: scale(0.9); -webkit-transform: scale(0.9); transform-origin: left; -webkit-transform-origin: left;}\n.smaller {font-size: 12.5px; display: inline-block; transform: scale(0.8); -webkit-transform: scale(0.8); transform-origin: left; -webkit-transform-origin: left;}\n.bt-text {font-size: 12px;margin: 1.5em 0 0 0}\n.bt-text p {margin: 0}\n</style>\n</head>\n<body>\n<div class=\"wrapper\">\n<header>\n<h2 class=\"title\">\nPre-market | Panic waves repeat! European and American bank stocks have crashed again, this time focusing on Deutsche Bank! Crude oil also fell sharply.\n</h2>\n<h4 class=\"meta\">\n<a class=\"head\" href=\"https://laohu8.com/wemedia/102\">\n\n<div class=\"h-thumb\" style=\"background-image:url(https://static.tigerbbs.com/8274c5b9d4c2852bfb1c4d6ce16c68ba);background-size:cover;\"></div>\n\n<div class=\"h-content\">\n<p class=\"h-name\">老虎资讯综合 </p>\n<p class=\"h-time smaller\">2023-03-24 20:27</p>\n</div>\n</a>\n</h4>\n</header>\n<article>\n<p><html><head></head><body><b>Abstract: US stock index futures fell, and major European stock indices collectively declined; European and American bank stocks fell.<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It fell by more than 10%.</b>On March 24, U.S. stock index futures fell, with Dow Jones futures down 1.02%, S&P 500 futures down 0.85%, and Nasdaq futures down 0.54%.<img src=\"https://static.tigerbbs.com/b95f0ed361e1d88d33f781577a70878f\" tg-width=\"432\" tg-height=\"197\" referrerpolicy=\"no-referrer\"/><b>Pre-market news</b></p><p>Sources say that Swiss authorities and<a href=\"https://laohu8.com/S/UBS\">UBS</a>We strive to complete it as early as the end of April.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>The transaction.</p><p>OpenAI announced the launch of a plugin feature that gives ChatGPT the ability to use tools, connect to the internet, run computing, and interact with over 5,000 applications.</p><p>The UK Competition and Markets Authority says new evidence has eased concerns.<a href=\"https://laohu8.com/S/MSFT\">Microsoft</a>and<a href=\"https://laohu8.com/S/ATVI\">Activision Blizzard</a>Regarding concerns about the transaction, the final report will be released before April 26.<b>(Activision Blizzard rose more than 5% in pre-market trading)</b></p><p>Sources say the U.S. Department of Justice is investigating whether financial professionals helped Russian oligarchs evade sanctions, and banks such as Credit Suisse and UBS are under investigation.</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>In response to being shorted, the company stated its intention to cooperate with the U.S. Securities and Exchange Commission to discuss the possibility of legal action against Hindenburg.</p><p><a href=\"https://laohu8.com/S/TSLA\">Tesla</a>Automobile (Beijing) Co., Ltd. has expanded its recall of some imported Model S electric vehicles, totaling 2,649 units.</p><p><a href=\"https://laohu8.com/S/MCO\">Moody's</a>: down<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>The initiator's rating may be further downgraded in the future.</p><p><a href=\"https://laohu8.com/S/LI\">Li Auto</a>Official Weibo account: As of March 24, 2023, Li Auto had delivered over 300,000 vehicles, setting a record for the fastest delivery by a new energy vehicle manufacturer.<a href=\"https://laohu8.com/S/DLX\">luxury</a>Brand delivery record.</p><p><b>Binance spot trading has been suspended due to problems, causing the cryptocurrency market to plummet.</b></p><p>Binance, the world's largest cryptocurrency exchange, has experienced an outage, and its spot order book data has not been updated for a long time. Binance stated on its social media platform that an issue is affecting Binance's spot trading. In an effort to resolve this issue as soon as possible, all spot trading is currently temporarily suspended. However, Binance CEO Changpeng Zhao later stated that preliminary analysis indicated a malfunction in Binance's matching engine while tracking stop-loss orders, and it is expected to recover within 30-120 minutes. As of press time, Bitcoin fell 4% to $27,300 at one point, Ethereum fell 5% to $1,720 at one point, and Dogecoin and Ripple both fell by more than 5%. Binance platform coin (BNB) fell by more than 3% on other platforms.</p><p><b>Bank stocks plummeted again! This turmoil is the most<a href=\"https://laohu8.com/S/00360\">New Focus</a>It's Deutsche Bank; Deutsche Bank AT1 bonds saw a significant sell-off this week!</b></p><p>According to S&P Market Intelligence data, Deutsche Bank's CDS (credit default swap) continued to rise to 173 basis points on Thursday, compared to 142 basis points on Wednesday. Lufford added that,<b>This fluctuation is also<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>The largest single-day increase in the history of bank CDS</b>。</p><p>The bond market is also on edge. Data from Tradeweb shows that Deutsche Bank's AT1 bond, with a coupon rate of 7.5%, has fallen to 74 cents ($1 per coupon), with the implied yield doubling in the past two weeks. However, the main reason for the decline in these bonds was the greater impact of Switzerland's full write-down of Credit Suisse's AT1 bonds.</p><p>To stabilize market sentiment,<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It also announced on Friday the early redemption of a T2 bond due in 2028, totaling $1.5 billion.</p><p><p class=\"t-img-caption\"><img src=\"https://static.tigerbbs.com/a98166a4c9ad106c779f79539be8dd52\" tg-width=\"1643\" tg-height=\"838\" referrerpolicy=\"no-referrer\"/><span>(Source: Deutsche Bank)</span></p><p><b>Pre-market price</b></p><p>European and American bank stocks fell in pre-market trading.<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>It fell more than 10%.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>It fell more than 5%.<a href=\"https://laohu8.com/S/UBS\">UBS</a>It fell more than 4%.<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>、<a href=\"https://laohu8.com/S/WAL\">Allianz Western Bank</a>、<a href=\"https://laohu8.com/S/SI\">Silvergate Capital</a>It fell by more than 3%.<a href=\"https://laohu8.com/S/SPGI\">S&P Global</a>Market intelligence firm: Deutsche Bank's five-year credit default swaps (CDS) rose 30 basis points from Thursday's closing price to 558 basis points.</p><p><a href=\"https://laohu8.com/S/MRVL\">Maywell Technology</a>The stock fell more than 2% in pre-market trading after announcing 320 layoffs.</p><p>Faraday Future shares rose more than 2% in pre-market trading after the company announced the start of the countdown to the production of the FF 91 Futurist, which will begin production on March 29, 2023 (March 30, Beijing time).</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>The stock fell nearly 3% in pre-market trading, after falling more than 14% in the previous trading day. Hindenburg announces short selling<a href=\"https://laohu8.com/S/SQ\">Block</a>The company's report states that,<a href=\"https://laohu8.com/S/SQ\">Block</a>This grossly exaggerates the actual number of users and underestimates their customer acquisition costs.</p><p><b>European Market</b></p><p>Major European stock indices fell across the board. As of press time, Germany's DAX30 index was down 2.36%, and France's CAC40 was down 2.27%.<img src=\"https://static.tigerbbs.com/f8af27d1a389e96a783302d2d6dad5d9\" tg-width=\"822\" tg-height=\"356\" referrerpolicy=\"no-referrer\"/><b>crude oil</b></p><p>International oil prices fell, with WTI crude trading at $67.55 a barrel, down 3.44% on the day. Brent crude is currently trading at $73.49 a barrel, down 3.19% on the day.</p><p>The dollar is relatively weak as demand for commodities from China, the world's largest oil importer, is surging.<a href=\"https://laohu8.com/S/GS\">Goldman Sachs</a>The outlook for rising oil prices has boosted bullish sentiment. However,<a href=\"https://laohu8.com/S/USEG\">U.S. energy</a>Secretary Granholm stated that replenishment of the U.S. Strategic Petroleum Reserve (SPR) could take years, raising concerns about a potential oversupply. Russia's continued supply of crude oil to the global market has also increased pressure on the oil market. Investors still need to be wary of the possibility of oil prices returning to a downward trend.</p><p><b>gold</b></p><p>Spot gold rose 0.15% intraday to $1,998.50 an ounce.</p><p>The impact of the Federal Reserve's dovish rate hike has subsided, turmoil in the European and American banking sectors has eased, and a wait-and-see attitude among bulls and bears is intensifying. Although the overnight rebound of the US dollar has caused some bulls to be concerned, gold prices are expected to still have the opportunity to fluctuate upwards in the future. In the medium to long term, the market generally expects that global central banks have entered the end of the rate hike cycle, expectations of interest rate cuts this year are rising, US Treasury yields continue to weaken, and the safe-haven demand for gold will also support gold prices.</p><p></body></html></p>\n</article>\n</div>\n</body>\n</html>\n","type":0,"thumbnail":"https://static.tigerbbs.com/ed4ee39e6b0f45214393093d70ba81a8","relate_stocks":{"DDG":"ProShares做空石油与天然气ETF",".DJI":"道琼斯",".SPX":"S&P 500 Index","BK4570":"地缘局势概念股","SCO":"二倍做空彭博原油指数ETF","DB":"德意志银行","DUG":"二倍做空石油与天然气ETF(ProShares)","UCO":"二倍做多彭博原油ETF",".IXIC":"NASDAQ Composite","BK4585":"ETF&股票定投概念","BK4588":"碎股","USO":"美国原油ETF","DWT":"三倍做空原油ETN"},"source_url":"","is_english":false,"share_image_url":"https://static.laohu8.com/e9f99090a1c2ed51c021029395664489","article_id":"1150139689","content_text":"摘要：美股股指期货下跌，欧洲主要股指集体下跌；欧美银行股走低，德意志银行跌超10%。3月24日，美股股指期货下跌，道指期货跌1.02%，标普500指数跌0.85%，纳指期货跌0.54%。盘前要闻消息人士称，瑞士当局和瑞银力争最快在4月底完成与瑞士信贷的交易。OpenAI宣布推出插件功能，赋予ChatGPT使用工具、联网、运行计算的能力，可与超5000个应用交互。英国竞争和市场管理局称新证据缓解了对微软和动视暴雪交易的担忧，最终报告将于4月26日前发布。（动视暴雪盘前涨超5%）消息人士称，美国司法部正在调查金融专业人士是否帮助俄罗斯寡头逃避制裁，瑞士信贷和瑞银等银行正在接受调查。Block回应被做空，称打算与美国证券交易委员会合作，讨论对兴登堡采取法律行动的可能。特斯拉汽车（北京）有限公司扩大召回部分进口Model S电动汽车，共计2649辆。穆迪：下调第一共和银行的发起人评级，未来可能会进一步下调该评级。理想汽车官微：截至2023年3月24日，理想汽车累计交付超过30万辆，创最快新势力豪华品牌交付纪录。币安现货交易出现问题已暂停 加密货币市场应声大跌全球最大的加密货币交易所币安（Binance）出现故障，其现货订单簿数据已长时间未更新。币安在其社交平台表示，有一个问题影响到Binance的现货交易。在努力尽快解决这个问题的过程中，所有现货交易目前暂时停止。不过，币安CEO赵长鹏随后表示，初步分析Binance匹配引擎在追踪止损订单时出现故障，预计30-120分钟可恢复。截至发稿，比特币跌4%一度触及27300美元，以太坊跌5%一度触及1720美元，狗狗币、瑞波币均跌超5%。币安平台币（BNB）在其他平台跌超3%。银行股再次暴跌！这次动荡的最新焦点是德银，德银AT1债券本周遭大幅抛售！根据标普市场情报的数据，本周四德银的CDS（信贷违约互换）继续上冲至173基点，而周三时的价格为142个基点。路孚特对此补充称，这个波动也是德意志银行银行CDS有史以来的最大单日涨幅。债券市场也同样风声鹤唳。Tradeweb的数据显示，德银票面利率为7.5%的AT1债券交易价格已经跌至74美分（票面为1美元），背后隐含的收益率已经在过去两周内翻番。不过这类债券下跌的主要原因，还是瑞士全额减计瑞信AT1债券的影响更大一些。为了稳定市场情绪，德意志银行也在周五宣布，提前赎回一笔2028年到期的T2债券，总额为15亿美元。（来源：德意志银行）盘前行情欧美银行股盘前走低，德意志银行跌超10%，瑞士信贷跌超5%，瑞银跌超4%，第一共和银行、阿莱恩斯西部银行、Silvergate Capital跌超3%。标普全球市场情报公司：德意志银行五年期信贷违约掉期（CDS）从周四收盘价上涨30个基点，达到558个基点。迈威尔科技盘前跌超2%，宣布裁员320人。法拉第未来盘前涨超2%，公司宣布启动FF 91 Futurist开始生产倒计时，该车型将于美国时间2023年3月29日（北京时间3月30日）开始生产。Block盘前跌近3%，该股上一交易日跌超14%。兴登堡发布做空Block公司的报告指，Block严重夸大了真实用户数量，低估了其获客成本。欧洲市场欧洲主要股指集体下跌，截至发稿，德国DAX30指数跌2.36%，法国CAC40跌2.27%。原油国际油价下跌，美油报67.55美元/桶，日内跌幅3.44%；布油现报73.49美元/桶，日内跌幅3.19%。美元相对疲软，因为中国作为世界上最大的石油进口国，对大宗商品的需求正在激增高盛看涨油价后市，鼓舞多头士气。不过，美国能源部长格兰霍姆称美国战略石油储备(SPR)的回补可能需要数年时间，引发人们对潜在的供应过剩感到担忧。俄罗斯持续对全球市场供应原油，也增加了油市压力。投资者仍需提防油价重回跌势的可能性。黄金现货黄金日内涨0.15%，报1,998.50美元/盎司。美联储鸽派加息的影响有所消退，欧美银行业的动荡也有所缓解，多空观望情绪渐浓。虽然美元隔夜探底回升令部分多头有所顾忌，但预计金价后市仍有震荡走高的机会，因为中长线来看，市场普遍预期全球央行已经进入加息周期尾期，年内降息预期升温，美债收益率持续走弱，而且黄金的避险需求也将支撑金价。","news_type":1,"symbols_score_info":{"DWT":0.9,"DDG":0.9,"USO":0.9,"BZmain":0.9,".SPX":0.9,"CS":0.9,".DJI":0.9,".IXIC":0.9,"DB":0.9,"CLmain":0.9,"QMmain":0.9,"SCO":0.9,"DUG":0.9,"UCO":0.9}},"isVote":1,"tweetType":1,"viewCount":1379,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943786516,"gmtCreate":1679721316135,"gmtModify":1679721319545,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"authorIdStr":"4142746771171822","idStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Djskskd","listText":"Djskskd","text":"Djskskd","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":0,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943786516","repostId":"1150139689","repostType":4,"repost":{"id":"1150139689","kind":"news","weMediaInfo":{"introduction":"为用户提供金融资讯、行情、数据，旨在帮助投资者理解世界，做投资决策。","home_visible":1,"media_name":"老虎资讯综合","id":"102","head_image":"https://static.tigerbbs.com/8274c5b9d4c2852bfb1c4d6ce16c68ba"},"pubTimestamp":1679660870,"share":"https://ttm.financial/m/news/1150139689?lang=en_US&edition=fundamental","pubTime":"2023-03-24 20:27","market":"us","language":"zh","title":"Pre-market | Panic waves repeat! European and American bank stocks have crashed again, this time focusing on Deutsche Bank! Crude oil also fell sharply.","url":"https://stock-news.laohu8.com/highlight/detail?id=1150139689","media":"老虎资讯综合","summary":"摘要：美股股指期货下跌，欧洲主要股指集体下跌；欧美银行股走低，德意志银行跌超10%。3月24日，美股股指期货下跌，道指期货跌1.02%，标普500指数跌0.85%，纳指期货跌0.54%。盘前要闻消息人","content":"<p><html><head></head><body><b>Abstract: US stock index futures fell, and major European stock indices collectively declined; European and American bank stocks fell.<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It fell by more than 10%.</b>On March 24, U.S. stock index futures fell, with Dow Jones futures down 1.02%, S&P 500 futures down 0.85%, and Nasdaq futures down 0.54%.<img src=\"https://static.tigerbbs.com/b95f0ed361e1d88d33f781577a70878f\" tg-width=\"432\" tg-height=\"197\" referrerpolicy=\"no-referrer\"/><b>Pre-market news</b></p><p>Sources say that Swiss authorities and<a href=\"https://laohu8.com/S/UBS\">UBS</a>We strive to complete it as early as the end of April.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>The transaction.</p><p>OpenAI announced the launch of a plugin feature that gives ChatGPT the ability to use tools, connect to the internet, run computing, and interact with over 5,000 applications.</p><p>The UK Competition and Markets Authority says new evidence has eased concerns.<a href=\"https://laohu8.com/S/MSFT\">Microsoft</a>and<a href=\"https://laohu8.com/S/ATVI\">Activision Blizzard</a>Regarding concerns about the transaction, the final report will be released before April 26.<b>(Activision Blizzard rose more than 5% in pre-market trading)</b></p><p>Sources say the U.S. Department of Justice is investigating whether financial professionals helped Russian oligarchs evade sanctions, and banks such as Credit Suisse and UBS are under investigation.</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>In response to being shorted, the company stated its intention to cooperate with the U.S. Securities and Exchange Commission to discuss the possibility of legal action against Hindenburg.</p><p><a href=\"https://laohu8.com/S/TSLA\">Tesla</a>Automobile (Beijing) Co., Ltd. has expanded its recall of some imported Model S electric vehicles, totaling 2,649 units.</p><p><a href=\"https://laohu8.com/S/MCO\">Moody's</a>: down<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>The initiator's rating may be further downgraded in the future.</p><p><a href=\"https://laohu8.com/S/LI\">Li Auto</a>Official Weibo account: As of March 24, 2023, Li Auto had delivered over 300,000 vehicles, setting a record for the fastest delivery by a new energy vehicle manufacturer.<a href=\"https://laohu8.com/S/DLX\">luxury</a>Brand delivery record.</p><p><b>Binance spot trading has been suspended due to problems, causing the cryptocurrency market to plummet.</b></p><p>Binance, the world's largest cryptocurrency exchange, has experienced an outage, and its spot order book data has not been updated for a long time. Binance stated on its social media platform that an issue is affecting Binance's spot trading. In an effort to resolve this issue as soon as possible, all spot trading is currently temporarily suspended. However, Binance CEO Changpeng Zhao later stated that preliminary analysis indicated a malfunction in Binance's matching engine while tracking stop-loss orders, and it is expected to recover within 30-120 minutes. As of press time, Bitcoin fell 4% to $27,300 at one point, Ethereum fell 5% to $1,720 at one point, and Dogecoin and Ripple both fell by more than 5%. Binance platform coin (BNB) fell by more than 3% on other platforms.</p><p><b>Bank stocks plummeted again! This turmoil is the most<a href=\"https://laohu8.com/S/00360\">New Focus</a>It's Deutsche Bank; Deutsche Bank AT1 bonds saw a significant sell-off this week!</b></p><p>According to S&P Market Intelligence data, Deutsche Bank's CDS (credit default swap) continued to rise to 173 basis points on Thursday, compared to 142 basis points on Wednesday. Lufford added that,<b>This fluctuation is also<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>The largest single-day increase in the history of bank CDS</b>。</p><p>The bond market is also on edge. Data from Tradeweb shows that Deutsche Bank's AT1 bond, with a coupon rate of 7.5%, has fallen to 74 cents ($1 per coupon), with the implied yield doubling in the past two weeks. However, the main reason for the decline in these bonds was the greater impact of Switzerland's full write-down of Credit Suisse's AT1 bonds.</p><p>To stabilize market sentiment,<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It also announced on Friday the early redemption of a T2 bond due in 2028, totaling $1.5 billion.</p><p><p class=\"t-img-caption\"><img src=\"https://static.tigerbbs.com/a98166a4c9ad106c779f79539be8dd52\" tg-width=\"1643\" tg-height=\"838\" referrerpolicy=\"no-referrer\"/><span>(Source: Deutsche Bank)</span></p><p><b>Pre-market price</b></p><p>European and American bank stocks fell in pre-market trading.<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>It fell more than 10%.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>It fell more than 5%.<a href=\"https://laohu8.com/S/UBS\">UBS</a>It fell more than 4%.<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>、<a href=\"https://laohu8.com/S/WAL\">Allianz Western Bank</a>、<a href=\"https://laohu8.com/S/SI\">Silvergate Capital</a>It fell by more than 3%.<a href=\"https://laohu8.com/S/SPGI\">S&P Global</a>Market intelligence firm: Deutsche Bank's five-year credit default swaps (CDS) rose 30 basis points from Thursday's closing price to 558 basis points.</p><p><a href=\"https://laohu8.com/S/MRVL\">Maywell Technology</a>The stock fell more than 2% in pre-market trading after announcing 320 layoffs.</p><p>Faraday Future shares rose more than 2% in pre-market trading after the company announced the start of the countdown to the production of the FF 91 Futurist, which will begin production on March 29, 2023 (March 30, Beijing time).</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>The stock fell nearly 3% in pre-market trading, after falling more than 14% in the previous trading day. Hindenburg announces short selling<a href=\"https://laohu8.com/S/SQ\">Block</a>The company's report states that,<a href=\"https://laohu8.com/S/SQ\">Block</a>This grossly exaggerates the actual number of users and underestimates their customer acquisition costs.</p><p><b>European Market</b></p><p>Major European stock indices fell across the board. As of press time, Germany's DAX30 index was down 2.36%, and France's CAC40 was down 2.27%.<img src=\"https://static.tigerbbs.com/f8af27d1a389e96a783302d2d6dad5d9\" tg-width=\"822\" tg-height=\"356\" referrerpolicy=\"no-referrer\"/><b>crude oil</b></p><p>International oil prices fell, with WTI crude trading at $67.55 a barrel, down 3.44% on the day. Brent crude is currently trading at $73.49 a barrel, down 3.19% on the day.</p><p>The dollar is relatively weak as demand for commodities from China, the world's largest oil importer, is surging.<a href=\"https://laohu8.com/S/GS\">Goldman Sachs</a>The outlook for rising oil prices has boosted bullish sentiment. However,<a href=\"https://laohu8.com/S/USEG\">U.S. energy</a>Secretary Granholm stated that replenishment of the U.S. Strategic Petroleum Reserve (SPR) could take years, raising concerns about a potential oversupply. Russia's continued supply of crude oil to the global market has also increased pressure on the oil market. Investors still need to be wary of the possibility of oil prices returning to a downward trend.</p><p><b>gold</b></p><p>Spot gold rose 0.15% intraday to $1,998.50 an ounce.</p><p>The impact of the Federal Reserve's dovish rate hike has subsided, turmoil in the European and American banking sectors has eased, and a wait-and-see attitude among bulls and bears is intensifying. Although the overnight rebound of the US dollar has caused some bulls to be concerned, gold prices are expected to still have the opportunity to fluctuate upwards in the future. In the medium to long term, the market generally expects that global central banks have entered the end of the rate hike cycle, expectations of interest rate cuts this year are rising, US Treasury yields continue to weaken, and the safe-haven demand for gold will also support gold prices.</p><p></body></html></p>","collect":0,"html":"<!DOCTYPE html>\n<html>\n<head>\n<meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\" />\n<meta name=\"viewport\" content=\"width=device-width,initial-scale=1.0,minimum-scale=1.0,maximum-scale=1.0,user-scalable=no\"/>\n<meta name=\"format-detection\" content=\"telephone=no,email=no,address=no\" />\n<title>Pre-market | Panic waves repeat! European and American bank stocks have crashed again, this time focusing on Deutsche Bank! Crude oil also fell sharply.</title>\n<style type=\"text/css\">\na,abbr,acronym,address,applet,article,aside,audio,b,big,blockquote,body,canvas,caption,center,cite,code,dd,del,details,dfn,div,dl,dt,\nem,embed,fieldset,figcaption,figure,footer,form,h1,h2,h3,h4,h5,h6,header,hgroup,html,i,iframe,img,ins,kbd,label,legend,li,mark,menu,nav,\nobject,ol,output,p,pre,q,ruby,s,samp,section,small,span,strike,strong,sub,summary,sup,table,tbody,td,tfoot,th,thead,time,tr,tt,u,ul,var,video{ font:inherit;margin:0;padding:0;vertical-align:baseline;border:0 }\nbody{ font-size:16px; line-height:1.5; color:#999; background:transparent; }\n.wrapper{ overflow:hidden;word-break:break-all;padding:10px; }\nh1,h2{ font-weight:normal; line-height:1.35; margin-bottom:.6em; }\nh3,h4,h5,h6{ line-height:1.35; margin-bottom:1em; }\nh1{ font-size:24px; }\nh2{ font-size:20px; }\nh3{ font-size:18px; }\nh4{ font-size:16px; }\nh5{ font-size:14px; }\nh6{ font-size:12px; }\np,ul,ol,blockquote,dl,table{ margin:1.2em 0; }\nul,ol{ margin-left:2em; }\nul{ list-style:disc; }\nol{ list-style:decimal; }\nli,li p{ margin:10px 0;}\nimg{ max-width:100%;display:block;margin:0 auto 1em; }\nblockquote{ color:#B5B2B1; border-left:3px solid #aaa; padding:1em; }\nstrong,b{font-weight:bold;}\nem,i{font-style:italic;}\ntable{ width:100%;border-collapse:collapse;border-spacing:1px;margin:1em 0;font-size:.9em; }\nth,td{ padding:5px;text-align:left;border:1px solid #aaa; }\nth{ font-weight:bold;background:#5d5d5d; }\n.symbol-link{font-weight:bold;}\n/* header{ border-bottom:1px solid #494756; } */\n.title{ margin:0 0 8px;line-height:1.3;color:#ddd; }\n.meta {color:#5e5c6d;font-size:13px;margin:0 0 .5em; }\na{text-decoration:none; color:#2a4b87;}\n.meta .head { display: inline-block; overflow: hidden}\n.head .h-thumb { width: 30px; height: 30px; margin: 0; padding: 0; border-radius: 50%; float: left;}\n.head .h-content { margin: 0; padding: 0 0 0 9px; float: left;}\n.head .h-name {font-size: 13px; color: #eee; margin: 0;}\n.head .h-time {font-size: 12.5px; color: #7E829C; margin: 0;}\n.small {font-size: 12.5px; display: inline-block; transform: scale(0.9); -webkit-transform: scale(0.9); transform-origin: left; -webkit-transform-origin: left;}\n.smaller {font-size: 12.5px; display: inline-block; transform: scale(0.8); -webkit-transform: scale(0.8); transform-origin: left; -webkit-transform-origin: left;}\n.bt-text {font-size: 12px;margin: 1.5em 0 0 0}\n.bt-text p {margin: 0}\n</style>\n</head>\n<body>\n<div class=\"wrapper\">\n<header>\n<h2 class=\"title\">\nPre-market | Panic waves repeat! European and American bank stocks have crashed again, this time focusing on Deutsche Bank! Crude oil also fell sharply.\n</h2>\n<h4 class=\"meta\">\n<a class=\"head\" href=\"https://laohu8.com/wemedia/102\">\n\n<div class=\"h-thumb\" style=\"background-image:url(https://static.tigerbbs.com/8274c5b9d4c2852bfb1c4d6ce16c68ba);background-size:cover;\"></div>\n\n<div class=\"h-content\">\n<p class=\"h-name\">老虎资讯综合 </p>\n<p class=\"h-time smaller\">2023-03-24 20:27</p>\n</div>\n</a>\n</h4>\n</header>\n<article>\n<p><html><head></head><body><b>Abstract: US stock index futures fell, and major European stock indices collectively declined; European and American bank stocks fell.<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It fell by more than 10%.</b>On March 24, U.S. stock index futures fell, with Dow Jones futures down 1.02%, S&P 500 futures down 0.85%, and Nasdaq futures down 0.54%.<img src=\"https://static.tigerbbs.com/b95f0ed361e1d88d33f781577a70878f\" tg-width=\"432\" tg-height=\"197\" referrerpolicy=\"no-referrer\"/><b>Pre-market news</b></p><p>Sources say that Swiss authorities and<a href=\"https://laohu8.com/S/UBS\">UBS</a>We strive to complete it as early as the end of April.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>The transaction.</p><p>OpenAI announced the launch of a plugin feature that gives ChatGPT the ability to use tools, connect to the internet, run computing, and interact with over 5,000 applications.</p><p>The UK Competition and Markets Authority says new evidence has eased concerns.<a href=\"https://laohu8.com/S/MSFT\">Microsoft</a>and<a href=\"https://laohu8.com/S/ATVI\">Activision Blizzard</a>Regarding concerns about the transaction, the final report will be released before April 26.<b>(Activision Blizzard rose more than 5% in pre-market trading)</b></p><p>Sources say the U.S. Department of Justice is investigating whether financial professionals helped Russian oligarchs evade sanctions, and banks such as Credit Suisse and UBS are under investigation.</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>In response to being shorted, the company stated its intention to cooperate with the U.S. Securities and Exchange Commission to discuss the possibility of legal action against Hindenburg.</p><p><a href=\"https://laohu8.com/S/TSLA\">Tesla</a>Automobile (Beijing) Co., Ltd. has expanded its recall of some imported Model S electric vehicles, totaling 2,649 units.</p><p><a href=\"https://laohu8.com/S/MCO\">Moody's</a>: down<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>The initiator's rating may be further downgraded in the future.</p><p><a href=\"https://laohu8.com/S/LI\">Li Auto</a>Official Weibo account: As of March 24, 2023, Li Auto had delivered over 300,000 vehicles, setting a record for the fastest delivery by a new energy vehicle manufacturer.<a href=\"https://laohu8.com/S/DLX\">luxury</a>Brand delivery record.</p><p><b>Binance spot trading has been suspended due to problems, causing the cryptocurrency market to plummet.</b></p><p>Binance, the world's largest cryptocurrency exchange, has experienced an outage, and its spot order book data has not been updated for a long time. Binance stated on its social media platform that an issue is affecting Binance's spot trading. In an effort to resolve this issue as soon as possible, all spot trading is currently temporarily suspended. However, Binance CEO Changpeng Zhao later stated that preliminary analysis indicated a malfunction in Binance's matching engine while tracking stop-loss orders, and it is expected to recover within 30-120 minutes. As of press time, Bitcoin fell 4% to $27,300 at one point, Ethereum fell 5% to $1,720 at one point, and Dogecoin and Ripple both fell by more than 5%. Binance platform coin (BNB) fell by more than 3% on other platforms.</p><p><b>Bank stocks plummeted again! This turmoil is the most<a href=\"https://laohu8.com/S/00360\">New Focus</a>It's Deutsche Bank; Deutsche Bank AT1 bonds saw a significant sell-off this week!</b></p><p>According to S&P Market Intelligence data, Deutsche Bank's CDS (credit default swap) continued to rise to 173 basis points on Thursday, compared to 142 basis points on Wednesday. Lufford added that,<b>This fluctuation is also<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>The largest single-day increase in the history of bank CDS</b>。</p><p>The bond market is also on edge. Data from Tradeweb shows that Deutsche Bank's AT1 bond, with a coupon rate of 7.5%, has fallen to 74 cents ($1 per coupon), with the implied yield doubling in the past two weeks. However, the main reason for the decline in these bonds was the greater impact of Switzerland's full write-down of Credit Suisse's AT1 bonds.</p><p>To stabilize market sentiment,<a href=\"https://laohu8.com/S/DB\">Deutsche Bank</a>It also announced on Friday the early redemption of a T2 bond due in 2028, totaling $1.5 billion.</p><p><p class=\"t-img-caption\"><img src=\"https://static.tigerbbs.com/a98166a4c9ad106c779f79539be8dd52\" tg-width=\"1643\" tg-height=\"838\" referrerpolicy=\"no-referrer\"/><span>(Source: Deutsche Bank)</span></p><p><b>Pre-market price</b></p><p>European and American bank stocks fell in pre-market trading.<a href=\"https://laohu8.com/S/0H7D.UK\">Deutsche Bank</a>It fell more than 10%.<a href=\"https://laohu8.com/S/CS\">Credit Suisse</a>It fell more than 5%.<a href=\"https://laohu8.com/S/UBS\">UBS</a>It fell more than 4%.<a href=\"https://laohu8.com/S/FRC\">First Republic Bank</a>、<a href=\"https://laohu8.com/S/WAL\">Allianz Western Bank</a>、<a href=\"https://laohu8.com/S/SI\">Silvergate Capital</a>It fell by more than 3%.<a href=\"https://laohu8.com/S/SPGI\">S&P Global</a>Market intelligence firm: Deutsche Bank's five-year credit default swaps (CDS) rose 30 basis points from Thursday's closing price to 558 basis points.</p><p><a href=\"https://laohu8.com/S/MRVL\">Maywell Technology</a>The stock fell more than 2% in pre-market trading after announcing 320 layoffs.</p><p>Faraday Future shares rose more than 2% in pre-market trading after the company announced the start of the countdown to the production of the FF 91 Futurist, which will begin production on March 29, 2023 (March 30, Beijing time).</p><p><a href=\"https://laohu8.com/S/SQ\">Block</a>The stock fell nearly 3% in pre-market trading, after falling more than 14% in the previous trading day. Hindenburg announces short selling<a href=\"https://laohu8.com/S/SQ\">Block</a>The company's report states that,<a href=\"https://laohu8.com/S/SQ\">Block</a>This grossly exaggerates the actual number of users and underestimates their customer acquisition costs.</p><p><b>European Market</b></p><p>Major European stock indices fell across the board. As of press time, Germany's DAX30 index was down 2.36%, and France's CAC40 was down 2.27%.<img src=\"https://static.tigerbbs.com/f8af27d1a389e96a783302d2d6dad5d9\" tg-width=\"822\" tg-height=\"356\" referrerpolicy=\"no-referrer\"/><b>crude oil</b></p><p>International oil prices fell, with WTI crude trading at $67.55 a barrel, down 3.44% on the day. Brent crude is currently trading at $73.49 a barrel, down 3.19% on the day.</p><p>The dollar is relatively weak as demand for commodities from China, the world's largest oil importer, is surging.<a href=\"https://laohu8.com/S/GS\">Goldman Sachs</a>The outlook for rising oil prices has boosted bullish sentiment. However,<a href=\"https://laohu8.com/S/USEG\">U.S. energy</a>Secretary Granholm stated that replenishment of the U.S. Strategic Petroleum Reserve (SPR) could take years, raising concerns about a potential oversupply. Russia's continued supply of crude oil to the global market has also increased pressure on the oil market. Investors still need to be wary of the possibility of oil prices returning to a downward trend.</p><p><b>gold</b></p><p>Spot gold rose 0.15% intraday to $1,998.50 an ounce.</p><p>The impact of the Federal Reserve's dovish rate hike has subsided, turmoil in the European and American banking sectors has eased, and a wait-and-see attitude among bulls and bears is intensifying. Although the overnight rebound of the US dollar has caused some bulls to be concerned, gold prices are expected to still have the opportunity to fluctuate upwards in the future. In the medium to long term, the market generally expects that global central banks have entered the end of the rate hike cycle, expectations of interest rate cuts this year are rising, US Treasury yields continue to weaken, and the safe-haven demand for gold will also support gold prices.</p><p></body></html></p>\n</article>\n</div>\n</body>\n</html>\n","type":0,"thumbnail":"https://static.tigerbbs.com/ed4ee39e6b0f45214393093d70ba81a8","relate_stocks":{"DDG":"ProShares做空石油与天然气ETF",".DJI":"道琼斯",".SPX":"S&P 500 Index","BK4570":"地缘局势概念股","SCO":"二倍做空彭博原油指数ETF","DB":"德意志银行","DUG":"二倍做空石油与天然气ETF(ProShares)","UCO":"二倍做多彭博原油ETF",".IXIC":"NASDAQ Composite","BK4585":"ETF&股票定投概念","BK4588":"碎股","USO":"美国原油ETF","DWT":"三倍做空原油ETN"},"source_url":"","is_english":false,"share_image_url":"https://static.laohu8.com/e9f99090a1c2ed51c021029395664489","article_id":"1150139689","content_text":"摘要：美股股指期货下跌，欧洲主要股指集体下跌；欧美银行股走低，德意志银行跌超10%。3月24日，美股股指期货下跌，道指期货跌1.02%，标普500指数跌0.85%，纳指期货跌0.54%。盘前要闻消息人士称，瑞士当局和瑞银力争最快在4月底完成与瑞士信贷的交易。OpenAI宣布推出插件功能，赋予ChatGPT使用工具、联网、运行计算的能力，可与超5000个应用交互。英国竞争和市场管理局称新证据缓解了对微软和动视暴雪交易的担忧，最终报告将于4月26日前发布。（动视暴雪盘前涨超5%）消息人士称，美国司法部正在调查金融专业人士是否帮助俄罗斯寡头逃避制裁，瑞士信贷和瑞银等银行正在接受调查。Block回应被做空，称打算与美国证券交易委员会合作，讨论对兴登堡采取法律行动的可能。特斯拉汽车（北京）有限公司扩大召回部分进口Model S电动汽车，共计2649辆。穆迪：下调第一共和银行的发起人评级，未来可能会进一步下调该评级。理想汽车官微：截至2023年3月24日，理想汽车累计交付超过30万辆，创最快新势力豪华品牌交付纪录。币安现货交易出现问题已暂停 加密货币市场应声大跌全球最大的加密货币交易所币安（Binance）出现故障，其现货订单簿数据已长时间未更新。币安在其社交平台表示，有一个问题影响到Binance的现货交易。在努力尽快解决这个问题的过程中，所有现货交易目前暂时停止。不过，币安CEO赵长鹏随后表示，初步分析Binance匹配引擎在追踪止损订单时出现故障，预计30-120分钟可恢复。截至发稿，比特币跌4%一度触及27300美元，以太坊跌5%一度触及1720美元，狗狗币、瑞波币均跌超5%。币安平台币（BNB）在其他平台跌超3%。银行股再次暴跌！这次动荡的最新焦点是德银，德银AT1债券本周遭大幅抛售！根据标普市场情报的数据，本周四德银的CDS（信贷违约互换）继续上冲至173基点，而周三时的价格为142个基点。路孚特对此补充称，这个波动也是德意志银行银行CDS有史以来的最大单日涨幅。债券市场也同样风声鹤唳。Tradeweb的数据显示，德银票面利率为7.5%的AT1债券交易价格已经跌至74美分（票面为1美元），背后隐含的收益率已经在过去两周内翻番。不过这类债券下跌的主要原因，还是瑞士全额减计瑞信AT1债券的影响更大一些。为了稳定市场情绪，德意志银行也在周五宣布，提前赎回一笔2028年到期的T2债券，总额为15亿美元。（来源：德意志银行）盘前行情欧美银行股盘前走低，德意志银行跌超10%，瑞士信贷跌超5%，瑞银跌超4%，第一共和银行、阿莱恩斯西部银行、Silvergate Capital跌超3%。标普全球市场情报公司：德意志银行五年期信贷违约掉期（CDS）从周四收盘价上涨30个基点，达到558个基点。迈威尔科技盘前跌超2%，宣布裁员320人。法拉第未来盘前涨超2%，公司宣布启动FF 91 Futurist开始生产倒计时，该车型将于美国时间2023年3月29日（北京时间3月30日）开始生产。Block盘前跌近3%，该股上一交易日跌超14%。兴登堡发布做空Block公司的报告指，Block严重夸大了真实用户数量，低估了其获客成本。欧洲市场欧洲主要股指集体下跌，截至发稿，德国DAX30指数跌2.36%，法国CAC40跌2.27%。原油国际油价下跌，美油报67.55美元/桶，日内跌幅3.44%；布油现报73.49美元/桶，日内跌幅3.19%。美元相对疲软，因为中国作为世界上最大的石油进口国，对大宗商品的需求正在激增高盛看涨油价后市，鼓舞多头士气。不过，美国能源部长格兰霍姆称美国战略石油储备(SPR)的回补可能需要数年时间，引发人们对潜在的供应过剩感到担忧。俄罗斯持续对全球市场供应原油，也增加了油市压力。投资者仍需提防油价重回跌势的可能性。黄金现货黄金日内涨0.15%，报1,998.50美元/盎司。美联储鸽派加息的影响有所消退，欧美银行业的动荡也有所缓解，多空观望情绪渐浓。虽然美元隔夜探底回升令部分多头有所顾忌，但预计金价后市仍有震荡走高的机会，因为中长线来看，市场普遍预期全球央行已经进入加息周期尾期，年内降息预期升温，美债收益率持续走弱，而且黄金的避险需求也将支撑金价。","news_type":1,"symbols_score_info":{"DWT":0.9,"DDG":0.9,"USO":0.9,"BZmain":0.9,".SPX":0.9,"CS":0.9,".DJI":0.9,".IXIC":0.9,"DB":0.9,"CLmain":0.9,"QMmain":0.9,"SCO":0.9,"DUG":0.9,"UCO":0.9}},"isVote":1,"tweetType":1,"viewCount":1850,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943786650,"gmtCreate":1679721300170,"gmtModify":1679721303091,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"authorIdStr":"4142746771171822","idStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Sksjsksks","listText":"Sksjsksks","text":"Sksjsksks","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":0,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943786650","repostId":"2322314445","repostType":4,"repost":{"id":"2322314445","kind":"highlight","pubTimestamp":1679668428,"share":"https://ttm.financial/m/news/2322314445?lang=en_US&edition=fundamental","pubTime":"2023-03-24 22:33","market":"us","language":"zh","title":"They're using ChatGPT to develop autonomous driving, which can tell you \"what I'm doing.\"","url":"https://stock-news.laohu8.com/highlight/detail?id=2322314445","media":"华尔街见闻","summary":"这是首个基于Transformer的驾驶行为描述框架，可以感知和预测驾驶行为。也就是说，输入车辆视频后，这个算法可以判断车辆行为并告诉你：车在做什么，为什么要这么做。","content":"<p><html><head></head><body>This is the first Transformer-based driving behavior description framework that can perceive and predict driving behavior. In other words, after inputting a vehicle video, this algorithm can judge the vehicle's behavior and tell you what the car is doing and why it is doing it. Still playing ChatGPT? There are already autonomous driving algorithms that can tell you \"what I'm doing\".</p><p>Autonomous driving algorithms based on vision and neural networks can make autonomous decisions and control vehicles through sensor data and learning human driving behavior.</p><p><img src=\"https://static.tigerbbs.com/041afa921e19703ac5c5d94fcbce6911\" tg-width=\"835\" tg-height=\"371\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>But what does the algorithm base its decisions on? Especially when malfunctions occur, that is, when decision-making errors occur,<b>What does the algorithm think?</b>These have long been referred to as \"black boxes\" in autonomous driving algorithms, leaving them lacking...<b>transparency</b>and<b>interpretability</b>。</p><p>However, there is now a model that can both predict vehicle control behavior and explain for itself that \"I stopped because the light was red and a pedestrian was crossing the road.\"</p><p>Model paper selected<b>Implementation 2023</b>The relevant model is open source.</p><p>So, what kind of algorithm is it?</p><p>ADAPT: A Large-Scale Model for Driving Behavior Perception and</p><p>This is an end-to-end algorithm called ADAPT (Action-aware Driving Caption Transformer), which is also the first Transformer-based Driving behavior description framework. It can perceive and predict Driving behavior and output natural language descriptions and reasoning.</p><p><img src=\"https://static.tigerbbs.com/d14b78cf06185e30831a16489673687e\" tg-width=\"1024\" tg-height=\"236\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>To put it bluntly, after inputting a vehicle video, this algorithm can judge the vehicle's behavior and tell you what the car is doing and why it is doing it.</p><p><img src=\"https://static.tigerbbs.com/b3c68b2ede628ca51d283464be6db34a\" tg-width=\"1024\" tg-height=\"697\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>In the test video provided by the paper's authors, the final effect of this algorithm on the vehicle is as follows. (Red text represents vehicle behavior, blue text represents explanation)</p><p>\"The car is moving forward. Because there are no cars on the road.\"</p><p><img src=\"https://static.tigerbbs.com/9565ea027e7d5b6d22f36044cb4a75ab\" tg-width=\"640\" tg-height=\"352\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The algorithm can also detect changes in driving behavior in a timely manner:</p><p>\"The car stopped on the left. Because it needs to stop.\"</p><p><img src=\"https://static.tigerbbs.com/0fdcabc235fb9217026e2ed132b9dac0\" tg-width=\"480\" tg-height=\"264\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>\"The car started moving and driving to the right. Because there was a car parked on the left side of the road.\"</p><p><img src=\"https://static.tigerbbs.com/f126158b996b51432597238261d1fa3c\" tg-width=\"640\" tg-height=\"352\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The algorithm can identify not only intersections, but also people riding bicycles.</p><p>\"The car stopped at the intersection. To avoid people riding bicycles on the street.\"</p><p><img src=\"https://static.tigerbbs.com/50e658836ff07c2e6970ef4f22fc817f\" tg-width=\"480\" tg-height=\"264\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>How is this achieved?</p><p>Joint training under multi-task framework</p><p>The ADAPT framework can be divided into two parts:<b>Vehicle behavior description</b>(DCG, Driving Caption Generation) and<b>vehicle control signal prediction</b>(CSP, Control Signal Prediction).</p><p><img src=\"https://static.tigerbbs.com/79a9292142835b9a5f937a263685d52e\" tg-width=\"1024\" tg-height=\"608\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>First, the sensor inputs Video, and the Video Swin Transformer encodes the vehicle Video, and the resulting Video features are input into each task module.</p><p>In the DCG module, the algorithm uses the Vision-Language Transformer to generate two natural statements, which are the ones mentioned above.<b>Vehicle behavior description</b>and<b>Reason explanation</b>。</p><p>The same video features are also input into the CSP module (similar to a typical vision-based autonomous driving system), which outputs the vehicle's actual control signal sequence and uses the Motion Transformer to output model-predicted control signals, such as speed, direction, and acceleration.</p><p>In a single network, the author uses the actual control signal sequence of the vehicle and the control signal sequence predicted by the model, and the mean square error of the two is used as the loss function of the CSP module.</p><p><img src=\"https://static.tigerbbs.com/5d957e380eb3e594586da3522d442646\" tg-width=\"658\" tg-height=\"89\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>In a multitasking framework, by jointly training DCG and CSP, the differences between vehicle decision-making and text description can be reduced, and the accuracy of control signal prediction can be improved.</p><p>In the paper, the authors analyzed a large dataset containing control signals and vehicle videos.<b>BDD-X</b>Above, the effectiveness of ADAPT was verified using machine evaluation and manual evaluation.</p><p>For machine evaluation, commonly used indicators for tasks in multiple languages, such as BLEU4, METEOR, ROUGE-L, and CIDEr (corresponding abbreviations are B4, M, R, and C, respectively), are used.</p><p><img src=\"https://static.tigerbbs.com/0c8d1f7f18af16711377cdd075ad1f20\" tg-width=\"1024\" tg-height=\"511\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The final result shows that ADAPT has achieved<b>current optimal</b>According to the State-of-the-Art results, ADAPT is 31.7 times better than the original advanced method CIDEr in terms of action description and 33.1 times better in terms of cause explanation.</p><p><img src=\"https://static.tigerbbs.com/f8703b85c71a39802b13bd33f16b4460\" tg-width=\"1024\" tg-height=\"369\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>Manual evaluation is divided into three parts: action description, cause explanation, and full sentence. Through manual judgment, the accuracy of ADAPT in these three parts reached 90%, 90.3%, and 82.7%, respectively, proving the effectiveness of ADAPT.</p><p><img src=\"https://static.tigerbbs.com/72cfd3835bdf73236951dc3b8b3adff1\" tg-width=\"1011\" tg-height=\"1110\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The visualization results also show that ADAPT can accurately identify vehicle behavior and decision-making reasons. Furthermore, ADAPT can ensure accuracy even in scenarios such as darkness and rainy days; Even with wiper interference, ADAPT can recognize stop signs on the road.</p><p>Why do we need ADAPT?</p><p>Explainability of autonomous driving behavior</p><p>In vision-based autonomous driving algorithms, common explanatory maps include visual Attention maps or Cost Volume maps, but people unfamiliar with autonomous driving algorithms are prone to misunderstanding these maps.</p><p><img src=\"https://static.tigerbbs.com/1e9ccd66571adbd570030799c91b209d\" tg-width=\"1024\" tg-height=\"1047\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>Above: Visual attention diagram; Below: Cost Chart</p><p>Therefore, ADAPT, an algorithm that can generate natural language and \"speak human language,\" can help users better understand what autonomous driving algorithms are doing and why they are doing it, while also making users trust autonomous driving technology more.</p><p>For algorithm engineers and researchers, ADAPT can help them obtain more information and improve their algorithms when extreme situations occur or malfunctions occur (such as misjudgments).</p><p><img src=\"https://static.tigerbbs.com/77eeff034e692a6e6193573748cfa284\" tg-width=\"1024\" tg-height=\"398\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The authors will further explore how to deploy ADAPT in simulators and actual vehicles, and how to use text-to-speech technology to convert generated sentences into speech, helping ordinary passengers, especially visually impaired passengers.</p><p></body></html></p>","source":"wallstreetcn_api","collect":0,"html":"<!DOCTYPE html>\n<html>\n<head>\n<meta http-equiv=\"Content-Type\" content=\"text/html; charset=utf-8\" />\n<meta name=\"viewport\" content=\"width=device-width,initial-scale=1.0,minimum-scale=1.0,maximum-scale=1.0,user-scalable=no\"/>\n<meta name=\"format-detection\" content=\"telephone=no,email=no,address=no\" />\n<title>They're using ChatGPT to develop autonomous driving, which can tell you \"what I'm doing.\"</title>\n<style type=\"text/css\">\na,abbr,acronym,address,applet,article,aside,audio,b,big,blockquote,body,canvas,caption,center,cite,code,dd,del,details,dfn,div,dl,dt,\nem,embed,fieldset,figcaption,figure,footer,form,h1,h2,h3,h4,h5,h6,header,hgroup,html,i,iframe,img,ins,kbd,label,legend,li,mark,menu,nav,\nobject,ol,output,p,pre,q,ruby,s,samp,section,small,span,strike,strong,sub,summary,sup,table,tbody,td,tfoot,th,thead,time,tr,tt,u,ul,var,video{ font:inherit;margin:0;padding:0;vertical-align:baseline;border:0 }\nbody{ font-size:16px; line-height:1.5; color:#999; background:transparent; }\n.wrapper{ overflow:hidden;word-break:break-all;padding:10px; }\nh1,h2{ font-weight:normal; 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overflow: hidden}\n.head .h-thumb { width: 30px; height: 30px; margin: 0; padding: 0; border-radius: 50%; float: left;}\n.head .h-content { margin: 0; padding: 0 0 0 9px; float: left;}\n.head .h-name {font-size: 13px; color: #eee; margin: 0;}\n.head .h-time {font-size: 12.5px; color: #7E829C; margin: 0;}\n.small {font-size: 12.5px; display: inline-block; transform: scale(0.9); -webkit-transform: scale(0.9); transform-origin: left; -webkit-transform-origin: left;}\n.smaller {font-size: 12.5px; display: inline-block; transform: scale(0.8); -webkit-transform: scale(0.8); transform-origin: left; -webkit-transform-origin: left;}\n.bt-text {font-size: 12px;margin: 1.5em 0 0 0}\n.bt-text p {margin: 0}\n</style>\n</head>\n<body>\n<div class=\"wrapper\">\n<header>\n<h2 class=\"title\">\nThey're using ChatGPT to develop autonomous driving, which can tell you \"what I'm doing.\"\n</h2>\n<h4 class=\"meta\">\n<p class=\"head\">\n<strong class=\"h-name small\">华尔街见闻</strong><span class=\"h-time small\">2023-03-24 22:33</span>\n</p>\n</h4>\n</header>\n<article>\n<p><html><head></head><body>This is the first Transformer-based driving behavior description framework that can perceive and predict driving behavior. In other words, after inputting a vehicle video, this algorithm can judge the vehicle's behavior and tell you what the car is doing and why it is doing it. Still playing ChatGPT? There are already autonomous driving algorithms that can tell you \"what I'm doing\".</p><p>Autonomous driving algorithms based on vision and neural networks can make autonomous decisions and control vehicles through sensor data and learning human driving behavior.</p><p><img src=\"https://static.tigerbbs.com/041afa921e19703ac5c5d94fcbce6911\" tg-width=\"835\" tg-height=\"371\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>But what does the algorithm base its decisions on? Especially when malfunctions occur, that is, when decision-making errors occur,<b>What does the algorithm think?</b>These have long been referred to as \"black boxes\" in autonomous driving algorithms, leaving them lacking...<b>transparency</b>and<b>interpretability</b>。</p><p>However, there is now a model that can both predict vehicle control behavior and explain for itself that \"I stopped because the light was red and a pedestrian was crossing the road.\"</p><p>Model paper selected<b>Implementation 2023</b>The relevant model is open source.</p><p>So, what kind of algorithm is it?</p><p>ADAPT: A Large-Scale Model for Driving Behavior Perception and</p><p>This is an end-to-end algorithm called ADAPT (Action-aware Driving Caption Transformer), which is also the first Transformer-based Driving behavior description framework. It can perceive and predict Driving behavior and output natural language descriptions and reasoning.</p><p><img src=\"https://static.tigerbbs.com/d14b78cf06185e30831a16489673687e\" tg-width=\"1024\" tg-height=\"236\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>To put it bluntly, after inputting a vehicle video, this algorithm can judge the vehicle's behavior and tell you what the car is doing and why it is doing it.</p><p><img src=\"https://static.tigerbbs.com/b3c68b2ede628ca51d283464be6db34a\" tg-width=\"1024\" tg-height=\"697\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>In the test video provided by the paper's authors, the final effect of this algorithm on the vehicle is as follows. (Red text represents vehicle behavior, blue text represents explanation)</p><p>\"The car is moving forward. Because there are no cars on the road.\"</p><p><img src=\"https://static.tigerbbs.com/9565ea027e7d5b6d22f36044cb4a75ab\" tg-width=\"640\" tg-height=\"352\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The algorithm can also detect changes in driving behavior in a timely manner:</p><p>\"The car stopped on the left. Because it needs to stop.\"</p><p><img src=\"https://static.tigerbbs.com/0fdcabc235fb9217026e2ed132b9dac0\" tg-width=\"480\" tg-height=\"264\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>\"The car started moving and driving to the right. Because there was a car parked on the left side of the road.\"</p><p><img src=\"https://static.tigerbbs.com/f126158b996b51432597238261d1fa3c\" tg-width=\"640\" tg-height=\"352\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The algorithm can identify not only intersections, but also people riding bicycles.</p><p>\"The car stopped at the intersection. To avoid people riding bicycles on the street.\"</p><p><img src=\"https://static.tigerbbs.com/50e658836ff07c2e6970ef4f22fc817f\" tg-width=\"480\" tg-height=\"264\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>How is this achieved?</p><p>Joint training under multi-task framework</p><p>The ADAPT framework can be divided into two parts:<b>Vehicle behavior description</b>(DCG, Driving Caption Generation) and<b>vehicle control signal prediction</b>(CSP, Control Signal Prediction).</p><p><img src=\"https://static.tigerbbs.com/79a9292142835b9a5f937a263685d52e\" tg-width=\"1024\" tg-height=\"608\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>First, the sensor inputs Video, and the Video Swin Transformer encodes the vehicle Video, and the resulting Video features are input into each task module.</p><p>In the DCG module, the algorithm uses the Vision-Language Transformer to generate two natural statements, which are the ones mentioned above.<b>Vehicle behavior description</b>and<b>Reason explanation</b>。</p><p>The same video features are also input into the CSP module (similar to a typical vision-based autonomous driving system), which outputs the vehicle's actual control signal sequence and uses the Motion Transformer to output model-predicted control signals, such as speed, direction, and acceleration.</p><p>In a single network, the author uses the actual control signal sequence of the vehicle and the control signal sequence predicted by the model, and the mean square error of the two is used as the loss function of the CSP module.</p><p><img src=\"https://static.tigerbbs.com/5d957e380eb3e594586da3522d442646\" tg-width=\"658\" tg-height=\"89\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>In a multitasking framework, by jointly training DCG and CSP, the differences between vehicle decision-making and text description can be reduced, and the accuracy of control signal prediction can be improved.</p><p>In the paper, the authors analyzed a large dataset containing control signals and vehicle videos.<b>BDD-X</b>Above, the effectiveness of ADAPT was verified using machine evaluation and manual evaluation.</p><p>For machine evaluation, commonly used indicators for tasks in multiple languages, such as BLEU4, METEOR, ROUGE-L, and CIDEr (corresponding abbreviations are B4, M, R, and C, respectively), are used.</p><p><img src=\"https://static.tigerbbs.com/0c8d1f7f18af16711377cdd075ad1f20\" tg-width=\"1024\" tg-height=\"511\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The final result shows that ADAPT has achieved<b>current optimal</b>According to the State-of-the-Art results, ADAPT is 31.7 times better than the original advanced method CIDEr in terms of action description and 33.1 times better in terms of cause explanation.</p><p><img src=\"https://static.tigerbbs.com/f8703b85c71a39802b13bd33f16b4460\" tg-width=\"1024\" tg-height=\"369\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>Manual evaluation is divided into three parts: action description, cause explanation, and full sentence. Through manual judgment, the accuracy of ADAPT in these three parts reached 90%, 90.3%, and 82.7%, respectively, proving the effectiveness of ADAPT.</p><p><img src=\"https://static.tigerbbs.com/72cfd3835bdf73236951dc3b8b3adff1\" tg-width=\"1011\" tg-height=\"1110\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The visualization results also show that ADAPT can accurately identify vehicle behavior and decision-making reasons. Furthermore, ADAPT can ensure accuracy even in scenarios such as darkness and rainy days; Even with wiper interference, ADAPT can recognize stop signs on the road.</p><p>Why do we need ADAPT?</p><p>Explainability of autonomous driving behavior</p><p>In vision-based autonomous driving algorithms, common explanatory maps include visual Attention maps or Cost Volume maps, but people unfamiliar with autonomous driving algorithms are prone to misunderstanding these maps.</p><p><img src=\"https://static.tigerbbs.com/1e9ccd66571adbd570030799c91b209d\" tg-width=\"1024\" tg-height=\"1047\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>Above: Visual attention diagram; Below: Cost Chart</p><p>Therefore, ADAPT, an algorithm that can generate natural language and \"speak human language,\" can help users better understand what autonomous driving algorithms are doing and why they are doing it, while also making users trust autonomous driving technology more.</p><p>For algorithm engineers and researchers, ADAPT can help them obtain more information and improve their algorithms when extreme situations occur or malfunctions occur (such as misjudgments).</p><p><img src=\"https://static.tigerbbs.com/77eeff034e692a6e6193573748cfa284\" tg-width=\"1024\" tg-height=\"398\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The authors will further explore how to deploy ADAPT in simulators and actual vehicles, and how to use text-to-speech technology to convert generated sentences into speech, helping ordinary passengers, especially visually impaired passengers.</p><p></body></html></p>\n<div class=\"bt-text\">\n\n\n<p> source：<a href=\"https://wallstreetcn.com/articles/3684853\">华尔街见闻</a></p>\n\n\n</div>\n</article>\n</div>\n</body>\n</html>\n","type":0,"thumbnail":"https://wpimg-wscn.awtmt.com/1f7e0c63-5923-4dff-8d60-ab2f7ca5d931.gif?imageView2/1/w/340/h/340","relate_stocks":{},"source_url":"https://wallstreetcn.com/articles/3684853","is_english":false,"share_image_url":"https://static.laohu8.com/e9f99090a1c2ed51c021029395664489","article_id":"2322314445","content_text":"这是首个基于Transformer的驾驶行为描述框架，可以感知和预测驾驶行为。也就是说，输入车辆视频后，这个算法可以判断车辆行为并告诉你：车在做什么，为什么要这么做。还在玩ChatGPT？已经有自动驾驶算法能告诉你“我在干嘛”。基于视觉和神经网络的自动驾驶算法，虽然能通过传感器数据，以及学习人类的驾驶行为，自主决策并控制车辆。但是，算法基于什么做出的决策？特别是出现故障，也就是决策错误的时候，算法是怎么想的？这些一直被称为自动驾驶算法里的“黑匣子”，让算法缺乏透明度和可解释性。不过，现在有这么一个模型，既能预测车辆控制行为，还能自己解释“我停车是因为红灯亮了，并且有行人在过马路”。模型论文入选ICRA 2023，相关模型已开源。那么，是一个什么样的算法？ADAPT：驾驶行为感知说明大模型这是一种叫ADAPT（Action-aware Driving Caption Transformer）的端到端算法，也是目前第一个基于Transformer的驾驶行为描述框架，可以感知和预测驾驶行为，并且输出自然语言叙述和推理。直白一点说，输入车辆视频后，这个算法可以判断车辆行为并告诉你：车在做什么，为什么要这么做。在论文作者提供的测试视频里，这个算法最终上车的效果是这样的。（红色字是车辆行为，蓝色字是解释）“车在向前开。因为路上没有车。”驾驶行为变化后，算法也能及时感知：“车靠左边停下了。因为要停车。”“车开始移动并且靠右行驶。因为路左边停着车。”算法不仅能识别路口，也能识别骑着车的人。“车在十字路口停下了。因为要避开街上骑着自行车的人，”这是怎么实现的？多任务框架下的联合训练ADAPT框架可以分为两个部分：车辆行为描述（DCG，Driving Caption Generation）和车辆控制信号预测（CSP，Control Signal Prediction）。首先，传感器端输入视频，Video Swin Transformer对车辆视频进行编码，得到的视频特征会输入进各任务模块里。在DCG模块，算法利用Vision-Language Transformer生成两个自然语句，也就是上文中提到的车辆行为描述和原因解释。相同的视频特征也会输入进CSP模块（类似一般基于视觉的自动驾驶系统），输出车辆实际的控制信号序列，并利用Motion Transformer输出模型预测的控制信号，比如速度、方向和加速度。在单个网络中，作者利用车辆实际的控制信号序列和模型预测的控制信号序列，两者的均方误差作为CSP模块的损失函数。而在多任务框架下，通过联合训练DCG和CSP，可以减少车辆决策和文本描述之间的差异，提高控制信号预测的准确率。论文里，作者们在包含控制信号和车辆视频的大规模数据集BDD-X上，利用机器评测和人工评测验证了ADAPT的有效性。机器评测方面，使用的是BLEU4、METEOR、ROUGE-L和CIDEr（对应缩写分别为B4、M、R、C）等多种语言任务常用的指标。最终显示ADAPT达到了当前最优（State-of-the-Art）的结果，ADAPT在动作描述方面比原有先进方法CIDEr高出31.7，在原因解释方面高33.1。人工评测分为动作描述、原因解释和全句三个部分。通过人工判断，ADAPT在这三部分的准确性分别达到了90%，90.3%和82.7%，证明了ADAPT的有效性。在可视化结果里，也能看出ADAPT可以准确识别车辆行为以及决策原因。并且在黑夜、阴雨天等场景下，ADAPT也能保证准确度；即使有雨刷器干扰，ADAPT也可以识别道路上的停止标识。为什么需要ADAPT？自动驾驶行为的可解释性在基于视觉的自动驾驶算法里，比较常见的解释图有视觉注意图（Attention Map），或者成本量图（Cost Volume），但不熟悉自动驾驶算法的人容易对这些图造成误解。上：视觉注意图；下：成本量图因此，ADAPT这种能够生成自然语言、“说人话”的算法，能够帮助用户更好地理解自动驾驶算法在做什么、为什么要这么做，同时还能让用户更信任自动驾驶技术。而对于算法工程师和研究人员来说，当发生极端情况时、或者发生故障（比如判断错误）时，ADAPT可以帮助他们获得更多信息，进而改进算法。作者们将进一步研究如何在模拟器和实际车辆上如何部署ADAPT，以及如何利用文本转语音技术，让生成的句子转化为语音，帮助普通乘客，特别是视力障碍乘客使用。","news_type":1,"symbols_score_info":{}},"isVote":1,"tweetType":1,"viewCount":1803,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943786112,"gmtCreate":1679721288436,"gmtModify":1679721291246,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"authorIdStr":"4142746771171822","idStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Zksksldk","listText":"Zksksldk","text":"Zksksldk","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":0,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943786112","repostId":"2322314445","repostType":4,"repost":{"id":"2322314445","kind":"highlight","pubTimestamp":1679668428,"share":"https://ttm.financial/m/news/2322314445?lang=en_US&edition=fundamental","pubTime":"2023-03-24 22:33","market":"us","language":"zh","title":"They're using ChatGPT to develop autonomous driving, which can tell you \"what I'm doing.\"","url":"https://stock-news.laohu8.com/highlight/detail?id=2322314445","media":"华尔街见闻","summary":"这是首个基于Transformer的驾驶行为描述框架，可以感知和预测驾驶行为。也就是说，输入车辆视频后，这个算法可以判断车辆行为并告诉你：车在做什么，为什么要这么做。","content":"<p><html><head></head><body>This is the first Transformer-based driving behavior description framework that can perceive and predict driving behavior. In other words, after inputting a vehicle video, this algorithm can judge the vehicle's behavior and tell you what the car is doing and why it is doing it. Still playing ChatGPT? There are already autonomous driving algorithms that can tell you \"what I'm doing\".</p><p>Autonomous driving algorithms based on vision and neural networks can make autonomous decisions and control vehicles through sensor data and learning human driving behavior.</p><p><img src=\"https://static.tigerbbs.com/041afa921e19703ac5c5d94fcbce6911\" tg-width=\"835\" tg-height=\"371\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>But what does the algorithm base its decisions on? Especially when malfunctions occur, that is, when decision-making errors occur,<b>What does the algorithm think?</b>These have long been referred to as \"black boxes\" in autonomous driving algorithms, leaving them lacking...<b>transparency</b>and<b>interpretability</b>。</p><p>However, there is now a model that can both predict vehicle control behavior and explain for itself that \"I stopped because the light was red and a pedestrian was crossing the road.\"</p><p>Model paper selected<b>Implementation 2023</b>The relevant model is open source.</p><p>So, what kind of algorithm is it?</p><p>ADAPT: A Large-Scale Model for Driving Behavior Perception and</p><p>This is an end-to-end algorithm called ADAPT (Action-aware Driving Caption Transformer), which is also the first Transformer-based Driving behavior description framework. It can perceive and predict Driving behavior and output natural language descriptions and reasoning.</p><p><img src=\"https://static.tigerbbs.com/d14b78cf06185e30831a16489673687e\" tg-width=\"1024\" tg-height=\"236\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>To put it bluntly, after inputting a vehicle video, this algorithm can judge the vehicle's behavior and tell you what the car is doing and why it is doing it.</p><p><img src=\"https://static.tigerbbs.com/b3c68b2ede628ca51d283464be6db34a\" tg-width=\"1024\" tg-height=\"697\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>In the test video provided by the paper's authors, the final effect of this algorithm on the vehicle is as follows. (Red text represents vehicle behavior, blue text represents explanation)</p><p>\"The car is moving forward. Because there are no cars on the road.\"</p><p><img src=\"https://static.tigerbbs.com/9565ea027e7d5b6d22f36044cb4a75ab\" tg-width=\"640\" tg-height=\"352\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The algorithm can also detect changes in driving behavior in a timely manner:</p><p>\"The car stopped on the left. Because it needs to stop.\"</p><p><img src=\"https://static.tigerbbs.com/0fdcabc235fb9217026e2ed132b9dac0\" tg-width=\"480\" tg-height=\"264\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>\"The car started moving and driving to the right. Because there was a car parked on the left side of the road.\"</p><p><img src=\"https://static.tigerbbs.com/f126158b996b51432597238261d1fa3c\" tg-width=\"640\" tg-height=\"352\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The algorithm can identify not only intersections, but also people riding bicycles.</p><p>\"The car stopped at the intersection. To avoid people riding bicycles on the street.\"</p><p><img src=\"https://static.tigerbbs.com/50e658836ff07c2e6970ef4f22fc817f\" tg-width=\"480\" tg-height=\"264\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>How is this achieved?</p><p>Joint training under multi-task framework</p><p>The ADAPT framework can be divided into two parts:<b>Vehicle behavior description</b>(DCG, Driving Caption Generation) and<b>vehicle control signal prediction</b>(CSP, Control Signal Prediction).</p><p><img src=\"https://static.tigerbbs.com/79a9292142835b9a5f937a263685d52e\" tg-width=\"1024\" tg-height=\"608\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>First, the sensor inputs Video, and the Video Swin Transformer encodes the vehicle Video, and the resulting Video features are input into each task module.</p><p>In the DCG module, the algorithm uses the Vision-Language Transformer to generate two natural statements, which are the ones mentioned above.<b>Vehicle behavior description</b>and<b>Reason explanation</b>。</p><p>The same video features are also input into the CSP module (similar to a typical vision-based autonomous driving system), which outputs the vehicle's actual control signal sequence and uses the Motion Transformer to output model-predicted control signals, such as speed, direction, and acceleration.</p><p>In a single network, the author uses the actual control signal sequence of the vehicle and the control signal sequence predicted by the model, and the mean square error of the two is used as the loss function of the CSP module.</p><p><img src=\"https://static.tigerbbs.com/5d957e380eb3e594586da3522d442646\" tg-width=\"658\" tg-height=\"89\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>In a multitasking framework, by jointly training DCG and CSP, the differences between vehicle decision-making and text description can be reduced, and the accuracy of control signal prediction can be improved.</p><p>In the paper, the authors analyzed a large dataset containing control signals and vehicle videos.<b>BDD-X</b>Above, the effectiveness of ADAPT was verified using machine evaluation and manual evaluation.</p><p>For machine evaluation, commonly used indicators for tasks in multiple languages, such as BLEU4, METEOR, ROUGE-L, and CIDEr (corresponding abbreviations are B4, M, R, and C, respectively), are used.</p><p><img src=\"https://static.tigerbbs.com/0c8d1f7f18af16711377cdd075ad1f20\" tg-width=\"1024\" tg-height=\"511\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The final result shows that ADAPT has achieved<b>current optimal</b>According to the State-of-the-Art results, ADAPT is 31.7 times better than the original advanced method CIDEr in terms of action description and 33.1 times better in terms of cause explanation.</p><p><img src=\"https://static.tigerbbs.com/f8703b85c71a39802b13bd33f16b4460\" tg-width=\"1024\" tg-height=\"369\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>Manual evaluation is divided into three parts: action description, cause explanation, and full sentence. Through manual judgment, the accuracy of ADAPT in these three parts reached 90%, 90.3%, and 82.7%, respectively, proving the effectiveness of ADAPT.</p><p><img src=\"https://static.tigerbbs.com/72cfd3835bdf73236951dc3b8b3adff1\" tg-width=\"1011\" tg-height=\"1110\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The visualization results also show that ADAPT can accurately identify vehicle behavior and decision-making reasons. Furthermore, ADAPT can ensure accuracy even in scenarios such as darkness and rainy days; Even with wiper interference, ADAPT can recognize stop signs on the road.</p><p>Why do we need ADAPT?</p><p>Explainability of autonomous driving behavior</p><p>In vision-based autonomous driving algorithms, common explanatory maps include visual Attention maps or Cost Volume maps, but people unfamiliar with autonomous driving algorithms are prone to misunderstanding these maps.</p><p><img src=\"https://static.tigerbbs.com/1e9ccd66571adbd570030799c91b209d\" tg-width=\"1024\" tg-height=\"1047\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>Above: Visual attention diagram; Below: Cost Chart</p><p>Therefore, ADAPT, an algorithm that can generate natural language and \"speak human language,\" can help users better understand what autonomous driving algorithms are doing and why they are doing it, while also making users trust autonomous driving technology more.</p><p>For algorithm engineers and researchers, ADAPT can help them obtain more information and improve their algorithms when extreme situations occur or malfunctions occur (such as misjudgments).</p><p><img src=\"https://static.tigerbbs.com/77eeff034e692a6e6193573748cfa284\" tg-width=\"1024\" tg-height=\"398\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The authors will further explore how to deploy ADAPT in simulators and actual vehicles, and how to use text-to-speech technology to convert generated sentences into speech, helping ordinary passengers, especially visually impaired passengers.</p><p></body></html></p>","source":"wallstreetcn_api","collect":0,"html":"<!DOCTYPE html>\n<html>\n<head>\n<meta http-equiv=\"Content-Type\" content=\"text/html; 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overflow: hidden}\n.head .h-thumb { width: 30px; height: 30px; margin: 0; padding: 0; border-radius: 50%; float: left;}\n.head .h-content { margin: 0; padding: 0 0 0 9px; float: left;}\n.head .h-name {font-size: 13px; color: #eee; margin: 0;}\n.head .h-time {font-size: 12.5px; color: #7E829C; margin: 0;}\n.small {font-size: 12.5px; display: inline-block; transform: scale(0.9); -webkit-transform: scale(0.9); transform-origin: left; -webkit-transform-origin: left;}\n.smaller {font-size: 12.5px; display: inline-block; transform: scale(0.8); -webkit-transform: scale(0.8); transform-origin: left; -webkit-transform-origin: left;}\n.bt-text {font-size: 12px;margin: 1.5em 0 0 0}\n.bt-text p {margin: 0}\n</style>\n</head>\n<body>\n<div class=\"wrapper\">\n<header>\n<h2 class=\"title\">\nThey're using ChatGPT to develop autonomous driving, which can tell you \"what I'm doing.\"\n</h2>\n<h4 class=\"meta\">\n<p class=\"head\">\n<strong class=\"h-name small\">华尔街见闻</strong><span class=\"h-time small\">2023-03-24 22:33</span>\n</p>\n</h4>\n</header>\n<article>\n<p><html><head></head><body>This is the first Transformer-based driving behavior description framework that can perceive and predict driving behavior. In other words, after inputting a vehicle video, this algorithm can judge the vehicle's behavior and tell you what the car is doing and why it is doing it. Still playing ChatGPT? There are already autonomous driving algorithms that can tell you \"what I'm doing\".</p><p>Autonomous driving algorithms based on vision and neural networks can make autonomous decisions and control vehicles through sensor data and learning human driving behavior.</p><p><img src=\"https://static.tigerbbs.com/041afa921e19703ac5c5d94fcbce6911\" tg-width=\"835\" tg-height=\"371\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>But what does the algorithm base its decisions on? Especially when malfunctions occur, that is, when decision-making errors occur,<b>What does the algorithm think?</b>These have long been referred to as \"black boxes\" in autonomous driving algorithms, leaving them lacking...<b>transparency</b>and<b>interpretability</b>。</p><p>However, there is now a model that can both predict vehicle control behavior and explain for itself that \"I stopped because the light was red and a pedestrian was crossing the road.\"</p><p>Model paper selected<b>Implementation 2023</b>The relevant model is open source.</p><p>So, what kind of algorithm is it?</p><p>ADAPT: A Large-Scale Model for Driving Behavior Perception and</p><p>This is an end-to-end algorithm called ADAPT (Action-aware Driving Caption Transformer), which is also the first Transformer-based Driving behavior description framework. It can perceive and predict Driving behavior and output natural language descriptions and reasoning.</p><p><img src=\"https://static.tigerbbs.com/d14b78cf06185e30831a16489673687e\" tg-width=\"1024\" tg-height=\"236\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>To put it bluntly, after inputting a vehicle video, this algorithm can judge the vehicle's behavior and tell you what the car is doing and why it is doing it.</p><p><img src=\"https://static.tigerbbs.com/b3c68b2ede628ca51d283464be6db34a\" tg-width=\"1024\" tg-height=\"697\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>In the test video provided by the paper's authors, the final effect of this algorithm on the vehicle is as follows. (Red text represents vehicle behavior, blue text represents explanation)</p><p>\"The car is moving forward. Because there are no cars on the road.\"</p><p><img src=\"https://static.tigerbbs.com/9565ea027e7d5b6d22f36044cb4a75ab\" tg-width=\"640\" tg-height=\"352\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The algorithm can also detect changes in driving behavior in a timely manner:</p><p>\"The car stopped on the left. Because it needs to stop.\"</p><p><img src=\"https://static.tigerbbs.com/0fdcabc235fb9217026e2ed132b9dac0\" tg-width=\"480\" tg-height=\"264\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>\"The car started moving and driving to the right. Because there was a car parked on the left side of the road.\"</p><p><img src=\"https://static.tigerbbs.com/f126158b996b51432597238261d1fa3c\" tg-width=\"640\" tg-height=\"352\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The algorithm can identify not only intersections, but also people riding bicycles.</p><p>\"The car stopped at the intersection. To avoid people riding bicycles on the street.\"</p><p><img src=\"https://static.tigerbbs.com/50e658836ff07c2e6970ef4f22fc817f\" tg-width=\"480\" tg-height=\"264\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>How is this achieved?</p><p>Joint training under multi-task framework</p><p>The ADAPT framework can be divided into two parts:<b>Vehicle behavior description</b>(DCG, Driving Caption Generation) and<b>vehicle control signal prediction</b>(CSP, Control Signal Prediction).</p><p><img src=\"https://static.tigerbbs.com/79a9292142835b9a5f937a263685d52e\" tg-width=\"1024\" tg-height=\"608\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>First, the sensor inputs Video, and the Video Swin Transformer encodes the vehicle Video, and the resulting Video features are input into each task module.</p><p>In the DCG module, the algorithm uses the Vision-Language Transformer to generate two natural statements, which are the ones mentioned above.<b>Vehicle behavior description</b>and<b>Reason explanation</b>。</p><p>The same video features are also input into the CSP module (similar to a typical vision-based autonomous driving system), which outputs the vehicle's actual control signal sequence and uses the Motion Transformer to output model-predicted control signals, such as speed, direction, and acceleration.</p><p>In a single network, the author uses the actual control signal sequence of the vehicle and the control signal sequence predicted by the model, and the mean square error of the two is used as the loss function of the CSP module.</p><p><img src=\"https://static.tigerbbs.com/5d957e380eb3e594586da3522d442646\" tg-width=\"658\" tg-height=\"89\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>In a multitasking framework, by jointly training DCG and CSP, the differences between vehicle decision-making and text description can be reduced, and the accuracy of control signal prediction can be improved.</p><p>In the paper, the authors analyzed a large dataset containing control signals and vehicle videos.<b>BDD-X</b>Above, the effectiveness of ADAPT was verified using machine evaluation and manual evaluation.</p><p>For machine evaluation, commonly used indicators for tasks in multiple languages, such as BLEU4, METEOR, ROUGE-L, and CIDEr (corresponding abbreviations are B4, M, R, and C, respectively), are used.</p><p><img src=\"https://static.tigerbbs.com/0c8d1f7f18af16711377cdd075ad1f20\" tg-width=\"1024\" tg-height=\"511\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The final result shows that ADAPT has achieved<b>current optimal</b>According to the State-of-the-Art results, ADAPT is 31.7 times better than the original advanced method CIDEr in terms of action description and 33.1 times better in terms of cause explanation.</p><p><img src=\"https://static.tigerbbs.com/f8703b85c71a39802b13bd33f16b4460\" tg-width=\"1024\" tg-height=\"369\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>Manual evaluation is divided into three parts: action description, cause explanation, and full sentence. Through manual judgment, the accuracy of ADAPT in these three parts reached 90%, 90.3%, and 82.7%, respectively, proving the effectiveness of ADAPT.</p><p><img src=\"https://static.tigerbbs.com/72cfd3835bdf73236951dc3b8b3adff1\" tg-width=\"1011\" tg-height=\"1110\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The visualization results also show that ADAPT can accurately identify vehicle behavior and decision-making reasons. Furthermore, ADAPT can ensure accuracy even in scenarios such as darkness and rainy days; Even with wiper interference, ADAPT can recognize stop signs on the road.</p><p>Why do we need ADAPT?</p><p>Explainability of autonomous driving behavior</p><p>In vision-based autonomous driving algorithms, common explanatory maps include visual Attention maps or Cost Volume maps, but people unfamiliar with autonomous driving algorithms are prone to misunderstanding these maps.</p><p><img src=\"https://static.tigerbbs.com/1e9ccd66571adbd570030799c91b209d\" tg-width=\"1024\" tg-height=\"1047\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>Above: Visual attention diagram; Below: Cost Chart</p><p>Therefore, ADAPT, an algorithm that can generate natural language and \"speak human language,\" can help users better understand what autonomous driving algorithms are doing and why they are doing it, while also making users trust autonomous driving technology more.</p><p>For algorithm engineers and researchers, ADAPT can help them obtain more information and improve their algorithms when extreme situations occur or malfunctions occur (such as misjudgments).</p><p><img src=\"https://static.tigerbbs.com/77eeff034e692a6e6193573748cfa284\" tg-width=\"1024\" tg-height=\"398\" referrerpolicy=\"no-referrer\" width=\"100%\" height=\"auto\"/></p><p>The authors will further explore how to deploy ADAPT in simulators and actual vehicles, and how to use text-to-speech technology to convert generated sentences into speech, helping ordinary passengers, especially visually impaired passengers.</p><p></body></html></p>\n<div class=\"bt-text\">\n\n\n<p> source：<a href=\"https://wallstreetcn.com/articles/3684853\">华尔街见闻</a></p>\n\n\n</div>\n</article>\n</div>\n</body>\n</html>\n","type":0,"thumbnail":"https://wpimg-wscn.awtmt.com/1f7e0c63-5923-4dff-8d60-ab2f7ca5d931.gif?imageView2/1/w/340/h/340","relate_stocks":{},"source_url":"https://wallstreetcn.com/articles/3684853","is_english":false,"share_image_url":"https://static.laohu8.com/e9f99090a1c2ed51c021029395664489","article_id":"2322314445","content_text":"这是首个基于Transformer的驾驶行为描述框架，可以感知和预测驾驶行为。也就是说，输入车辆视频后，这个算法可以判断车辆行为并告诉你：车在做什么，为什么要这么做。还在玩ChatGPT？已经有自动驾驶算法能告诉你“我在干嘛”。基于视觉和神经网络的自动驾驶算法，虽然能通过传感器数据，以及学习人类的驾驶行为，自主决策并控制车辆。但是，算法基于什么做出的决策？特别是出现故障，也就是决策错误的时候，算法是怎么想的？这些一直被称为自动驾驶算法里的“黑匣子”，让算法缺乏透明度和可解释性。不过，现在有这么一个模型，既能预测车辆控制行为，还能自己解释“我停车是因为红灯亮了，并且有行人在过马路”。模型论文入选ICRA 2023，相关模型已开源。那么，是一个什么样的算法？ADAPT：驾驶行为感知说明大模型这是一种叫ADAPT（Action-aware Driving Caption Transformer）的端到端算法，也是目前第一个基于Transformer的驾驶行为描述框架，可以感知和预测驾驶行为，并且输出自然语言叙述和推理。直白一点说，输入车辆视频后，这个算法可以判断车辆行为并告诉你：车在做什么，为什么要这么做。在论文作者提供的测试视频里，这个算法最终上车的效果是这样的。（红色字是车辆行为，蓝色字是解释）“车在向前开。因为路上没有车。”驾驶行为变化后，算法也能及时感知：“车靠左边停下了。因为要停车。”“车开始移动并且靠右行驶。因为路左边停着车。”算法不仅能识别路口，也能识别骑着车的人。“车在十字路口停下了。因为要避开街上骑着自行车的人，”这是怎么实现的？多任务框架下的联合训练ADAPT框架可以分为两个部分：车辆行为描述（DCG，Driving Caption Generation）和车辆控制信号预测（CSP，Control Signal Prediction）。首先，传感器端输入视频，Video Swin Transformer对车辆视频进行编码，得到的视频特征会输入进各任务模块里。在DCG模块，算法利用Vision-Language Transformer生成两个自然语句，也就是上文中提到的车辆行为描述和原因解释。相同的视频特征也会输入进CSP模块（类似一般基于视觉的自动驾驶系统），输出车辆实际的控制信号序列，并利用Motion Transformer输出模型预测的控制信号，比如速度、方向和加速度。在单个网络中，作者利用车辆实际的控制信号序列和模型预测的控制信号序列，两者的均方误差作为CSP模块的损失函数。而在多任务框架下，通过联合训练DCG和CSP，可以减少车辆决策和文本描述之间的差异，提高控制信号预测的准确率。论文里，作者们在包含控制信号和车辆视频的大规模数据集BDD-X上，利用机器评测和人工评测验证了ADAPT的有效性。机器评测方面，使用的是BLEU4、METEOR、ROUGE-L和CIDEr（对应缩写分别为B4、M、R、C）等多种语言任务常用的指标。最终显示ADAPT达到了当前最优（State-of-the-Art）的结果，ADAPT在动作描述方面比原有先进方法CIDEr高出31.7，在原因解释方面高33.1。人工评测分为动作描述、原因解释和全句三个部分。通过人工判断，ADAPT在这三部分的准确性分别达到了90%，90.3%和82.7%，证明了ADAPT的有效性。在可视化结果里，也能看出ADAPT可以准确识别车辆行为以及决策原因。并且在黑夜、阴雨天等场景下，ADAPT也能保证准确度；即使有雨刷器干扰，ADAPT也可以识别道路上的停止标识。为什么需要ADAPT？自动驾驶行为的可解释性在基于视觉的自动驾驶算法里，比较常见的解释图有视觉注意图（Attention Map），或者成本量图（Cost Volume），但不熟悉自动驾驶算法的人容易对这些图造成误解。上：视觉注意图；下：成本量图因此，ADAPT这种能够生成自然语言、“说人话”的算法，能够帮助用户更好地理解自动驾驶算法在做什么、为什么要这么做，同时还能让用户更信任自动驾驶技术。而对于算法工程师和研究人员来说，当发生极端情况时、或者发生故障（比如判断错误）时，ADAPT可以帮助他们获得更多信息，进而改进算法。作者们将进一步研究如何在模拟器和实际车辆上如何部署ADAPT，以及如何利用文本转语音技术，让生成的句子转化为语音，帮助普通乘客，特别是视力障碍乘客使用。","news_type":1,"symbols_score_info":{}},"isVote":1,"tweetType":1,"viewCount":2010,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0}],"hots":[{"id":9943784382,"gmtCreate":1679722262946,"gmtModify":1679722267960,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"idStr":"4142746771171822","authorIdStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Ejejwkwk","listText":"Ejejwkwk","text":"Ejejwkwk","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943784382","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":5563,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943784975,"gmtCreate":1679722256398,"gmtModify":1679722260157,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"idStr":"4142746771171822","authorIdStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Ejekekekw","listText":"Ejekekekw","text":"Ejekekekw","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943784975","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":5102,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943784057,"gmtCreate":1679722250279,"gmtModify":1679722252746,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"idStr":"4142746771171822","authorIdStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Wwkwkwkwk","listText":"Wwkwkwkwk","text":"Wwkwkwkwk","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943784057","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":5226,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943785763,"gmtCreate":1679722245153,"gmtModify":1679722249196,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"idStr":"4142746771171822","authorIdStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Djsksksk","listText":"Djsksksk","text":"Djsksksk","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943785763","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":4928,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943785454,"gmtCreate":1679722236278,"gmtModify":1679722240056,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"idStr":"4142746771171822","authorIdStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Sjskskskwk","listText":"Sjskskskwk","text":"Sjskskskwk","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943785454","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":6056,"authorTweetTopStatus":1,"verified":2,"comments":[],"imageCount":0,"langContent":"EN","totalScore":0},{"id":9943785581,"gmtCreate":1679722229644,"gmtModify":1679722232771,"author":{"id":"4142746771171822","authorId":"4142746771171822","name":"一个正常的名称","avatar":"https://community-static.tradeup.com/news/d508b8060163e453a31dfa85a77c4043","crmLevel":1,"crmLevelSwitch":0,"followedFlag":false,"idStr":"4142746771171822","authorIdStr":"4142746771171822"},"themes":[],"title":"","htmlText":"Sbzjzkskak","listText":"Sbzjzkskak","text":"Sbzjzkskak","images":[],"top":1,"highlighted":1,"essential":1,"paper":1,"likeSize":1,"commentSize":0,"repostSize":0,"link":"https://ttm.financial/post/9943785581","repostId":"2322124488","repostType":4,"isVote":1,"tweetType":1,"viewCount":4518,"authorTweetTo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