{"id":5569,"date":"2025-01-22T12:15:23","date_gmt":"2025-01-22T04:15:23","guid":{"rendered":"https:\/\/nullthought.net\/?p=5569"},"modified":"2025-01-22T12:26:50","modified_gmt":"2025-01-22T04:26:50","slug":"physics-iq%ef%bc%88%e7%89%a9%e7%90%86%e6%99%ba%e5%95%86%ef%bc%9f%ef%bc%89%e5%9f%ba%e5%87%86%e6%95%b0%e6%8d%ae%e9%9b%86%ef%bc%9a%e6%b5%8b%e8%af%95%e7%94%9f%e6%88%90%e6%80%a7%e8%a7%86%e9%a2%91%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5569","title":{"rendered":"Physics-IQ\uff08\u7269\u7406\u667a\u5546\uff1f\uff09\u57fa\u51c6\u6570\u636e\u96c6\uff1a\u6d4b\u8bd5\u751f\u6210\u6027\u89c6\u9891\u6a21\u578b\u5728\u7406\u89e3\u7269\u7406\u539f\u5219\u65b9\u9762\u7684\u80fd\u529b"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/www.arxiv.org\/abs\/2501.09038\" target=\"_blank\" rel=\"noreferrer noopener\">Do generative video models learn physical principles from watching videos?<\/a><\/strong>\u5f00\u53d1\u4e86Physics-IQ\u8fd9\u4e00\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u4e13\u95e8\u7528\u6765\u6d4b\u8bd5\u751f\u6210\u6027\u89c6\u9891\u6a21\u578b\u5728\u7406\u89e3\u7269\u7406\u539f\u5219\u65b9\u9762\u7684\u80fd\u529b\u3002\u7814\u7a76\u7684\u76ee\u6807\u662f\u68c0\u9a8c\u5f53\u524d\u6a21\u578b\u662f\u5426\u80fd\u591f\u4ece\u89c2\u5bdf\u4e2d\u638c\u63e1\u8bf8\u5982\u56fa\u4f53\u529b\u5b66\u3001\u6d41\u4f53\u52a8\u529b\u5b66\u3001\u5149\u5b66\u3001\u78c1\u5b66\u548c\u70ed\u529b\u5b66\u7b49\u9886\u57df\u7684\u57fa\u672c\u7269\u7406\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aSaman Motamed, Laura Culp, Kevin Swersky, Priyank Jaini, Robert Geirhos\uff0c\u6765\u81eaGoogle DeepMind\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"353\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-20-1024x353.png\" alt=\"\" class=\"wp-image-5570\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-20-1024x353.png 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-20-300x104.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-20-768x265.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-20.png 1084w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/www.arxiv.org\/abs\/2501.09038\" target=\"_blank\" rel=\"noreferrer noopener\">Do generative video models learn physical principles from watching videos?<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001\u5f15\u8a00<\/h5>\n\n\n\n<p>\u968f\u7740\u751f\u6210\u6027\u89c6\u9891\u6a21\u578b\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u5176\u751f\u6210\u7684\u5185\u5bb9\u5728\u89c6\u89c9\u771f\u5b9e\u611f\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u7a81\u7834\u3002\u8fd9\u4e9b\u6a21\u578b\u4e0d\u4ec5\u5438\u5f15\u4e86\u7814\u7a76\u8005\u7684\u5173\u6ce8\uff0c\u4e5f\u5f15\u53d1\u4e86\u5173\u4e8e\u5176\u5b66\u4e60\u80fd\u529b\u7684\u4e89\u8bba\uff1a\u751f\u6210\u6027\u89c6\u9891\u6a21\u578b\u662f\u5426\u80fd\u591f\u4ece\u89c2\u770b\u89c6\u9891\u4e2d\u5b66\u4f1a\u73b0\u5b9e\u4e16\u754c\u7684\u7269\u7406\u539f\u5219\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5728\u8fdb\u884c\u590d\u6742\u7684\u50cf\u7d20\u9884\u6d4b\uff1f\u4e3a\u4e86\u6df1\u5165\u63a2\u8ba8\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u8005\u5f00\u53d1\u4e86Physics-IQ\u8fd9\u4e00\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u4e13\u95e8\u7528\u6765\u6d4b\u8bd5\u751f\u6210\u6027\u89c6\u9891\u6a21\u578b\u5728\u7406\u89e3\u7269\u7406\u539f\u5219\u65b9\u9762\u7684\u80fd\u529b\u3002\u7814\u7a76\u7684\u76ee\u6807\u662f\u68c0\u9a8c\u5f53\u524d\u6a21\u578b\u662f\u5426\u80fd\u591f\u4ece\u89c2\u5bdf\u4e2d\u638c\u63e1\u8bf8\u5982\u56fa\u4f53\u529b\u5b66\u3001\u6d41\u4f53\u52a8\u529b\u5b66\u3001\u5149\u5b66\u3001\u78c1\u5b66\u548c\u70ed\u529b\u5b66\u7b49\u9886\u57df\u7684\u57fa\u672c\u7269\u7406\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p>\u8fd9\u9879\u7814\u7a76\u7684\u610f\u4e49\u4e0d\u4ec5\u5728\u4e8e\u8bc4\u4f30\u5f53\u524d\u751f\u6210\u6027\u89c6\u9891\u6a21\u578b\u7684\u80fd\u529b\uff0c\u4e5f\u5728\u4e8e\u4e3a\u672a\u6765\u7684\u7814\u7a76\u63d0\u4f9b\u65b9\u5411\u3002\u5982\u679c\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u89c2\u770b\u89c6\u9891\u5b66\u4e60\u7269\u7406\u539f\u5219\uff0c\u8fd9\u5c06\u4e3a\u6784\u5efa\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u94fa\u5e73\u9053\u8def\u3002\u7136\u800c\uff0c\u89c6\u89c9\u771f\u5b9e\u611f\u662f\u5426\u610f\u5473\u7740\u7269\u7406\u7406\u89e3\uff0c\u76ee\u524d\u4ecd\u662f\u4e00\u4e2a\u672a\u89e3\u4e4b\u8c1c\u3002\u7814\u7a76\u8005\u5e0c\u671b\u901a\u8fc7\u8fd9\u9879\u7814\u7a76\uff0c\u63ed\u793a\u751f\u6210\u6027\u89c6\u9891\u6a21\u578b\u5728\u7269\u7406\u7406\u89e3\u65b9\u9762\u7684\u6f5c\u529b\u548c\u5c40\u9650\u3002<\/p>\n\n\n\n<h5 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class=\"wp-block-heading\">\u4e09\u3001Physics-IQ\u57fa\u51c6\u6570\u636e\u96c6\u7684\u8bbe\u8ba1<\/h5>\n\n\n\n<p>Physics-IQ\u57fa\u51c6\u6570\u636e\u96c6\u7684\u8bbe\u8ba1\u65e8\u5728\u5f25\u8865\u73b0\u6709\u7269\u7406\u63a8\u7406\u6d4b\u8bd5\u6570\u636e\u96c6\u7684\u4e0d\u8db3\uff0c\u7279\u522b\u662f\u8fc7\u5ea6\u4f9d\u8d56\u5408\u6210\u6570\u636e\u7684\u95ee\u9898\u3002\u7814\u7a76\u8005\u8ba4\u4e3a\uff0c\u5408\u6210\u6570\u636e\u4e0e\u771f\u5b9e\u6570\u636e\u4e4b\u95f4\u7684\u5206\u5e03\u5dee\u5f02\u53ef\u80fd\u4f1a\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u8bc4\u4f30\u4ea7\u751f\u6df7\u6dc6\uff0c\u56e0\u6b64\u4ed6\u4eec\u4e13\u6ce8\u4e8e\u6784\u5efa\u57fa\u4e8e\u771f\u5b9e\u89c6\u9891\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p>Physics-IQ\u6570\u636e\u96c6\u5305\u542b396\u4e2a\u9ad8\u8d28\u91cf\u89c6\u9891\uff0c\u6db5\u76d666\u79cd\u4e0d\u540c\u7684\u7269\u7406\u573a\u666f\u3002\u6bcf\u4e2a\u89c6\u9891\u65f6\u957f\u4e3a8\u79d2\uff0c\u4ece\u4e09\u4e2a\u4e0d\u540c\u89c6\u89d2\uff08\u5de6\u3001\u4e2d\u3001\u53f3\uff09\u62cd\u6444\uff0c\u5e76\u5728\u76f8\u540c\u6761\u4ef6\u4e0b\u91cd\u590d\u5f55\u5236\u4e24\u6b21\uff0c\u4ee5\u6355\u6349\u73b0\u5b9e\u4e16\u754c\u4e2d\u7269\u7406\u53d8\u5316\u7684\u968f\u673a\u6027\u3002\u8fd9\u4e9b\u573a\u666f\u6d89\u53ca\u591a\u4e2a\u7269\u7406\u5b66\u9886\u57df\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ol 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class=\"wp-block-heading\">\u4e03\u3001\u603b\u7ed3<\/h5>\n\n\n\n<p>Physics-IQ\u57fa\u51c6\u6570\u636e\u96c6\u7684\u5f15\u5165\uff0c\u4e3a\u8bc4\u4f30\u751f\u6210\u6027\u89c6\u9891\u6a21\u578b\u7684\u7269\u7406\u7406\u89e3\u80fd\u529b\u63d0\u4f9b\u4e86\u91cd\u8981\u5de5\u5177\u3002\u7814\u7a76\u8868\u660e\uff0c\u5f53\u524d\u6a21\u578b\u5c3d\u7ba1\u5728\u89c6\u89c9\u771f\u5b9e\u611f\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u5bf9\u7269\u7406\u539f\u5219\u7684\u7406\u89e3\u4ecd\u5904\u4e8e\u521d\u7ea7\u9636\u6bb5\u3002\u672a\u6765\u7684\u7814\u7a76\u9700\u8981\u5728\u6570\u636e\u3001\u7b97\u6cd5\u548c\u8bc4\u4f30\u65b9\u6cd5\u4e0a\u8fdb\u884c\u5168\u9762\u521b\u65b0\uff0c\u4ee5\u63a8\u52a8\u8fd9\u4e00\u9886\u57df\u7684\u53d1\u5c55\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Physics-IQ Website: <a href=\"https:\/\/physics-iq.github.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/physics-iq.github.io\/<\/a><\/p>\n\n\n\n<p>Physics-IQ Benchmark on GitHub: <a href=\"https:\/\/github.com\/google-deepmind\/physics-IQ-benchmark\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/google-deepmind\/physics-IQ-benchmark<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587Do generative video models learn physical principles  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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