{"id":38691,"date":"2025-02-21T05:00:54","date_gmt":"2025-02-20T21:00:54","guid":{"rendered":"https:\/\/17aitech.com\/?p=38691"},"modified":"2025-02-21T05:00:54","modified_gmt":"2025-02-20T21:00:54","slug":"%e7%89%a9%e7%90%86%e7%9b%b4%e8%a7%89%e4%b8%8d%e5%86%8d%e6%98%af%e4%ba%ba%e7%b1%bb%e4%b8%93%e5%b1%9e%ef%bc%9flecun%e7%ad%89%e6%96%b0%e7%a0%94%e7%a9%b6%e6%8f%ad%e7%a4%baai%e5%8f%af%e5%a6%82%e4%bd%95","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38691","title":{"rendered":"\u7269\u7406\u76f4\u89c9\u4e0d\u518d\u662f\u4eba\u7c7b\u4e13\u5c5e\uff1fLeCun\u7b49\u65b0\u7814\u7a76\u63ed\u793aAI\u53ef\u5982\u4f55\u6d8c\u73b0\u51fa\u6b64\u80fd\u529b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-20-6\" target=\"_blank\">\u7269\u7406\u76f4\u89c9\u4e0d\u518d\u662f\u4eba\u7c7b\u4e13\u5c5e\uff1fLeCun\u7b49\u65b0\u7814\u7a76\u63ed\u793aAI\u53ef\u5982\u4f55\u6d8c\u73b0\u51fa\u6b64\u80fd\u529b<\/a><\/p>\n<section>\u5728\u5f53\u4eca\u7684 AI \u9886\u57df\uff0c\u56fe\u7075\u5956\u5f97\u4e3b Yann LeCun \u7b97\u662f\u4e00\u4e2a\u53e6\u7c7b\u3002\u5373\u4fbf\u773c\u89c1\u7740\u81ea\u56de\u5f52 LLM \u7684\u80fd\u529b\u8d8a\u6765\u8d8a\u5f3a\u5927\uff0c\u80fd\u89e3\u51b3\u7684\u4efb\u52a1\u4e5f\u8d8a\u6765\u8d8a\u591a\uff0c\u4ed6\u4e5f\u4f9d\u7136\u575a\u6301\u81ea\u5df1\u7684\u770b\u6cd5\uff1a\u81ea\u56de\u5f52 LLM \u6ca1\u6709\u5149\u660e\u7684\u672a\u6765\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd1\u671f\u7684\u4e00\u6b21\u6f14\u8bb2\u4e2d\uff0c\u4ed6\u5c06\u81ea\u5df1\u7684\u89c2\u70b9\u603b\u7ed3\u6210\u4e86\u300c<strong>\u56db\u4e2a\u653e\u5f03<\/strong>\u300d\uff1a\u653e\u5f03\u751f\u6210\u5f0f\u6a21\u578b\u3001\u653e\u5f03\u6982\u7387\u6a21\u578b\u3001\u653e\u5f03\u5bf9\u6bd4\u65b9\u6cd5\u3001\u653e\u5f03\u5f3a\u5316\u5b66\u4e60\u3002\u4ed6\u7ed9\u51fa\u7684\u7814\u7a76\u65b9\u5411\u5efa\u8bae\u5219\u662f\u8054\u5408\u5d4c\u5165\u67b6\u6784\u3001\u57fa\u4e8e\u80fd\u91cf\u7684\u6a21\u578b\u3001\u6b63\u5219\u5316\u65b9\u6cd5\u4e0e\u6a21\u578b\u9884\u6d4b\u5f0f\u63a7\u5236\u3002\u4ed6\u8fd8\u8868\u793a\uff1a\u300c\u5982\u679c\u4f60\u611f\u5174\u8da3\u7684\u662f\u4eba\u7c7b\u6c34\u5e73\u7684 AI\uff0c\u90a3\u5c31\u4e0d\u8981\u7814\u7a76 LLM\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-61baa5ed5cd4e067f693434d11cc81e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-61baa5ed5cd4e067f693434d11cc81e5.png\"><\/a><\/section>\n<section>\u603b\u4e4b\uff0c\u4ed6\u8ba4\u4e3a\u6709\u671b\u5b9e\u73b0 AGI \u6216\u300c\u4eba\u7c7b\u6c34\u5e73\u7684\u4eba\u5de5\u667a\u80fd\u300d\u7684\u65b9\u5411\u662f<strong>\u4e16\u754c\u6a21\u578b\uff08World Model\uff09<\/strong>\uff0c\u5176\u9886\u5bfc\u7684\u56e2\u961f\u4e5f\u4e00\u76f4\u5728\u63a8\u8fdb\u8fd9\u65b9\u9762\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u6bd4\u5982\u57fa\u4e8e DINO \u7684\u4e16\u754c\u6a21\u578b\uff08DINO-WM\uff09\u4ee5\u53ca\u4e00\u9879\u5728\u4e16\u754c\u6a21\u578b\u4e2d\u5bfc\u822a\u7684\u7814\u7a76\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0cYann LeCun \u56e2\u961f\u53c8\u53d1\u5e03\u4e86\u4e00\u9879\u65b0\u7814\u7a76\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u53ea\u9700\u5728\u81ea\u7136\u89c6\u9891\u4e0a\u8fdb\u884c\u81ea\u76d1\u7763\u9884\u8bad\u7ec3\uff0c\u5bf9\u7269\u7406\u89c4\u5219\u7684\u76f4\u89c9\u7406\u89e3\u5c31\u4f1a\u6d8c\u73b0\u51fa\u6765\u3002\u4f3c\u4e4e\u5c31\u50cf\u9a74\u4e00\u6837\uff0c\u901a\u8fc7\u89c2\u5bdf\u4e16\u754c\uff0c\u5c31\u80fd\u76f4\u89c9\u5730\u627e\u5230\u6700\u8f7b\u677e\u7701\u529b\u7684\u8d1f\u91cd\u767b\u5c71\u65b9\u6cd5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fdf6d5c11a53d653e60c4ad679e2bcd6.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fdf6d5c11a53d653e60c4ad679e2bcd6.gif\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dc0cdf79aa40c661944a95a78829ac53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dc0cdf79aa40c661944a95a78829ac53.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aIntuitive physics understanding emerges from self-supervised pretraining on natural videos<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2502.11831v1<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/facebookresearch\/jepa-intuitive-physics<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8be5\u8bba\u6587\u53d1\u5e03\u540e\uff0c\u6536\u83b7\u4e86\u4e0d\u5c11\u597d\u8bc4\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-8aeafa0b77de723f9b79179b9e31d788.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-8aeafa0b77de723f9b79179b9e31d788.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f65a7cec54389e7d9a458decfe24a744.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f65a7cec54389e7d9a458decfe24a744.png\"><\/a><\/section>\n<section><strong>\u76f4\u89c9\u7269\u7406\u7406\u89e3<\/strong><\/section>\n<section><\/section>\n<section>\u8981\u7406\u89e3\u8fd9\u7bc7\u8bba\u6587\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u660e\u786e\u4e00\u4e0b\u4ec0\u4e48\u624d\u7b97\u662f\u300c\u76f4\u89c9\u7269\u7406\u7406\u89e3\u300d\u3002\u8fd9\u7bc7\u8bba\u6587\u5199\u5230\uff0c\u5bf9\u7269\u7406\u89c4\u5219\u7684\u76f4\u89c9\u7406\u89e3\u662f\u4eba\u7c7b\u8ba4\u77e5\u7684\u57fa\u7840\uff1a\u6211\u4eec\u4f1a\u9884\u671f\u4e8b\u7269\u7684\u884c\u4e3a\u65b9\u5f0f\u662f\u53ef\u9884\u6d4b\u7684\uff0c\u6bd4\u5982\u4e0d\u4f1a\u51ed\u7a7a\u51fa\u73b0\u6216\u6d88\u5931\u3001\u7a7f\u900f\u969c\u788d\u7269\u6216\u7a81\u7136\u6539\u53d8\u989c\u8272\u6216\u5f62\u72b6\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u5bf9\u7269\u7406\u4e16\u754c\u7684\u57fa\u672c\u8ba4\u77e5\u4e0d\u4ec5\u5728\u4eba\u7c7b\u5a74\u513f\u4e2d\u6709\u6240\u8bb0\u5f55\uff0c \u5728\u7075\u957f\u7c7b\u52a8\u7269\u3001\u6d77\u6d0b\u54fa\u4e73\u52a8\u7269\u3001\u9e26\u79d1\u9e1f\u7c7b\u548c\u96cf\u9e21\u4e2d\u4e5f\u6709\u6240\u53d1\u73b0\u3002\u8fd9\u88ab\u89c6\u4e3a\u6838\u5fc3\u77e5\u8bc6\uff08\u6216\u6838\u5fc3\u7cfb\u7edf\uff09\u5047\u8bf4\u7684\u8bc1\u636e\uff0c\u6839\u636e\u8be5\u5047\u8bf4\uff1a<strong>\u4eba\u7c7b\u62e5\u6709\u4e00\u5957\u4e0e\u751f\u4ff1\u6765\u6216\u65e9\u671f\u8fdb\u5316\u53d1\u5c55\u7684\u53e4\u8001\u8ba1\u7b97\u7cfb\u7edf\uff0c\u4e13\u95e8\u7528\u4e8e\u8868\u793a\u548c\u63a8\u7406\u4e16\u754c\u7684\u57fa\u672c\u5c5e\u6027<\/strong>\uff1a\u7269\u4f53\u3001\u7a7a\u95f4\u3001\u6570\u5b57\u3001\u51e0\u4f55\u3001agent \u7b49\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8ffd\u6c42\u6784\u5efa\u5177\u6709\u9ad8\u7ea7\u4eba\u7c7b\u667a\u80fd\u6c34\u5e73\u7684\u673a\u5668\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5c3d\u7ba1 AI \u7cfb\u7edf\u5728\u8bed\u8a00\u3001\u7f16\u7a0b\u6216\u6570\u5b66\u7b49\u9ad8\u7ea7\u8ba4\u77e5\u4efb\u52a1\u4e0a\u7ecf\u5e38\u8d85\u8d8a\u4eba\u7c7b\u8868\u73b0\uff0c\u4f46\u5728\u5e38\u8bc6\u6027\u7269\u7406\u7406\u89e3\u65b9\u9762\u5374\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\uff0c\u8fd9\u4f53\u73b0\u4e86\u83ab\u62c9\u7ef4\u514b\u6096\u8bba\uff0c\u5373<strong>\u5bf9\u751f\u7269\u6709\u673a\u4f53\u6765\u8bf4\u5fae\u4e0d\u8db3\u9053\u7684\u4efb\u52a1\u5bf9\u4eba\u5de5\u7cfb\u7edf\u6765\u8bf4\u53ef\u80fd\u5f02\u5e38\u56f0\u96be\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002<\/strong> \u00a0<\/section>\n<section><\/section>\n<section>\u65e8\u5728\u6539\u5584\u7269\u7406\u76f4\u89c9\u7406\u89e3\u7684 AI \u6a21\u578b\u7684\u5148\u524d\u7814\u7a76\u53ef\u4ee5\u5206\u4e3a\u4e24\u7c7b\uff1a\u7ed3\u6784\u5316\u6a21\u578b\u548c\u57fa\u4e8e\u50cf\u7d20\u7684\u751f\u6210\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u7ed3\u6784\u5316\u6a21\u578b<\/strong>\u5229\u7528\u624b\u5de5\u7f16\u7801\u7684\u7269\u4f53\u53ca\u5176\u5728\u6b27\u51e0\u91cc\u5f97\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u5173\u7cfb\u7684\u62bd\u8c61\u8868\u793a\uff0c\u4ea7\u751f\u4e00\u4e2a\u80fd\u591f\u6355\u6349\u4eba\u7c7b\u7269\u7406\u76f4\u89c9\u7684\u5f3a\u5927\u7684\u5fc3\u7406\u300c\u6e38\u620f\u5f15\u64ce\u300d\u3002\u8fd9\u7c7b\u6a21\u578b\u53ef\u4ee5\u88ab\u89c6\u4e3a\u6838\u5fc3\u77e5\u8bc6\u5047\u8bf4\u7684\u4e00\u79cd\u53ef\u80fd\u7684\u8ba1\u7b97\u5b9e\u73b0\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u57fa\u4e8e\u50cf\u7d20\u7684\u751f\u6210\u6a21\u578b<\/strong>\u91c7\u53d6\u4e86\u5b8c\u5168\u76f8\u53cd\u7684\u89c2\u70b9\uff0c\u5426\u8ba4\u9700\u8981\u4efb\u4f55\u786c\u7f16\u7801\u7684\u62bd\u8c61\u3002\u76f8\u53cd\uff0c\u5b83\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u901a\u7528\u5b66\u4e60\u673a\u5236\uff0c\u5373\u57fa\u4e8e\u8fc7\u53bb\u7684\u611f\u77e5\u8f93\u5165\uff08\u5982\u56fe\u50cf\uff09\u91cd\u5efa\u672a\u6765\u7684\u611f\u77e5\u8f93\u5165\u3002\u00a0<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>V-JEPA\uff1a\u57fa\u4e8e\u81ea\u7136\u89c6\u9891\u6d8c\u73b0\u7269\u7406\u76f4\u89c9<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u65b0\u8bba\u6587\u4e2d\uff0cLeCun \u7b49\u4eba\u63a2\u7d22\u4e86\u7b2c\u4e09\u7c7b\u6a21\u578b \u2014\u2014\u00a0<strong>\u8054\u5408\u5d4c\u5165\u9884\u6d4b\u67b6\u6784\uff08JEPA\uff09<\/strong>\uff0c\u5b83\u5728\u8fd9\u4e24\u79cd\u5bf9\u7acb\u89c2\u70b9\u4e4b\u95f4\u627e\u5230\u4e86\u4e2d\u95f4\u7acb\u573a\uff0c\u6574\u5408\u4e86\u4e24\u8005\u7684\u7279\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u7ed3\u6784\u5316\u6a21\u578b\u4e00\u6837\uff0cJEPA \u8ba4\u4e3a\u5bf9\u672a\u6765\u4e16\u754c\u72b6\u6001\u7684\u9884\u6d4b\u5e94\u8be5\u5728\u6a21\u578b\u7684\u5b66\u4e60\u62bd\u8c61\u3001\u5185\u90e8\u8868\u793a\u4e2d\u8fdb\u884c\uff0c\u800c\u4e0d\u662f\u5728\u4f4e\u7ea7\u7684\u3001\u57fa\u4e8e\u50cf\u7d20\u7684\u9884\u6d4b\u6216\u751f\u6210\u65b9\u9762\u8fdb\u884c\u3002\u7136\u800c\uff0c\u4e0e\u7ed3\u6784\u5316\u6a21\u578b\u4e0d\u540c\uff0cJEPA \u8ba9\u7b97\u6cd5\u81ea\u884c\u5b66\u4e60\u5176\u8868\u793a\uff0c\u800c\u4e0d\u662f\u624b\u5de5\u7f16\u7801\u3002\u8fd9\u79cd\u5728\u8868\u793a\u7a7a\u95f4\u4e2d\u8fdb\u884c\u9884\u6d4b\u7684\u673a\u5236\u4e0e\u8ba4\u77e5\u795e\u7ecf\u79d1\u5b66\u7684\u9884\u6d4b\u7f16\u7801\u5047\u8bf4\u76f8\u4e00\u81f4\u3002<\/section>\n<section><\/section>\n<section>\u65b0\u8bba\u6587\u7814\u7a76\u4e86\u8be5\u67b6\u6784\u7684\u89c6\u9891\u7248\u672c\uff0c\u5373\u00a0<strong>V-JEPA<\/strong>\uff0c\u5b83\u901a\u8fc7\u5728\u8868\u793a\u7a7a\u95f4\u4e2d\u91cd\u5efa\u89c6\u9891\u7684\u88ab\u63a9\u853d\u90e8\u5206\u6765\u5b66\u4e60\u8868\u793a\u89c6\u9891\u5e27\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u4f9d\u8d56\u4e8e\u9884\u671f\u8fdd\u53cd\uff08violation-of-expectation\uff09\u6846\u67b6\u6765\u63a2\u6d4b\u7269\u7406\u76f4\u89c9\u7406\u89e3\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u7279\u5b9a\u4efb\u52a1\u7684\u8bad\u7ec3\u6216\u9002\u5e94\u3002\u901a\u8fc7\u63d0\u793a\u6a21\u578b\u60f3\u8c61\u89c6\u9891\u7684\u672a\u6765\uff08\u8868\u793a\uff09\u5e76\u5c06\u5176\u9884\u6d4b\u4e0e\u5b9e\u9645\u89c2\u5bdf\u5230\u7684\u89c6\u9891\u7684\u672a\u6765\u8fdb\u884c\u6bd4\u8f83\uff0c\u53ef\u4ee5\u83b7\u5f97\u4e00\u4e2a\u5b9a\u91cf\u7684\u610f\u5916\u5ea6\u91cf\uff08measure of surprise\uff09\uff0c\u8be5\u5ea6\u91cf\u53ef\u7528\u4e8e\u68c0\u6d4b\u8fdd\u53cd\u76f4\u89c2\u7269\u7406\u6982\u5ff5\u7684\u60c5\u51b5\u3002\u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1f26fbd8f95c60c477412c9ee731ae52.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1f26fbd8f95c60c477412c9ee731ae52.png\"><\/a><\/section>\n<section>\u7814\u7a76\u53d1\u73b0 V-JEPA \u80fd\u591f\u51c6\u786e\u4e14\u4e00\u81f4\u5730\u533a\u5206\u9075\u5faa\u7269\u7406\u5b9a\u5f8b\u7684\u89c6\u9891\u548c\u8fdd\u53cd\u7269\u7406\u5b9a\u5f8b\u7684\u89c6\u9891\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u5f53\u88ab\u8981\u6c42\u5bf9\u89c6\u9891\u5bf9\u7684\u7269\u7406\u5408\u7406\u6027\u8fdb\u884c\u5206\u7c7b\u65f6\uff08\u5176\u4e2d\u4e00\u4e2a\u89c6\u9891\u662f\u5408\u7406\u7684\uff0c\u53e6\u4e00\u4e2a\u4e0d\u662f\uff09\uff0c\u5728\u81ea\u7136\u89c6\u9891\u4e0a\u8bad\u7ec3\u7684 V-JEPA \u6a21\u578b\u5728 IntPhys \u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8fbe\u5230\u4e86 98% \u7684\u96f6\u6837\u672c\u51c6\u786e\u7387\uff0c\u5728 InfLevel \u57fa\u51c6\u6d4b\u8bd5\u4e0a\u8fbe\u5230\u4e86 62% \u7684\u96f6\u6837\u672c\u51c6\u786e\u7387\u3002\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u7814\u7a76\u53d1\u73b0\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u548c\u5728\u50cf\u7d20\u7a7a\u95f4\u4e2d\u8fdb\u884c\u9884\u6d4b\u7684\u53ef\u6bd4\u8f83\u89c6\u9891\u9884\u6d4b\u65b9\u6cd5\u90fd\u662f\u968f\u673a\u6267\u884c\u7684\u3002<\/section>\n<section>\u00a0<\/section>\n<section>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u54ea\u4e9b\u8bbe\u8ba1\u9009\u62e9\u5bfc\u81f4\u4e86 V-JEPA \u4e2d\u7269\u7406\u76f4\u89c9\u7406\u89e3\u7684\u6d8c\u73b0\uff0cLeCun \u7b49\u4eba\u6d88\u878d\u4e86\u8bad\u7ec3\u6570\u636e\u3001\u9884\u8bad\u7ec3\u9884\u6d4b\u76ee\u6807\uff08\u4ece\u4ec0\u4e48\u9884\u6d4b\u4ec0\u4e48\uff09\u548c\u6a21\u578b\u5927\u5c0f\u7684\u5f71\u54cd\u3002\u867d\u7136\u89c2\u5bdf\u5230\u6539\u53d8\u8fd9\u4e9b\u7ec4\u4ef6\u4e2d\u7684\u6bcf\u4e00\u4e2a\u90fd\u4f1a\u5f71\u54cd\u6027\u80fd\uff0c\u4f46\u6240\u6709 V-JEPA \u6a21\u578b\u90fd\u8fbe\u5230\u4e86\u663e\u8457\u9ad8\u4e8e\u968f\u673a\u6c34\u5e73\u7684\u6027\u80fd\uff0c\u5305\u62ec\u4e00\u4e2a\u5c0f\u578b\u7684 1.15 \u4ebf\u53c2\u6570\u6a21\u578b\uff0c\u6216\u8005\u4ec5\u5728\u4e00\u5468\u72ec\u7279\u89c6\u9891\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u8fd9\u8868\u660e\u5728\u5b66\u4e60\u8868\u793a\u7a7a\u95f4\u4e2d\u8fdb\u884c\u89c6\u9891\u9884\u6d4b\u662f\u83b7\u5f97\u7269\u7406\u76f4\u89c9\u7406\u89e3\u7684\u4e00\u4e2a\u7a33\u5065\u76ee\u6807\u3002\u00a0<\/section>\n<section><\/section>\n<section><strong>\u6d4b\u91cf\u76f4\u89c9\u7269\u7406\u7406\u89e3<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6d4b\u91cf\u76f4\u89c9\u7269\u7406\u7406\u89e3\u4e2d\u7684\u9884\u671f\u8fdd\u53cd\u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u9884\u671f\u8fdd\u53cd\u8303\u5f0f\u6e90\u81ea\u53d1\u5c55\u5fc3\u7406\u5b66\u3002\u7814\u7a76\u5bf9\u8c61\uff08\u901a\u5e38\u662f\u5a74\u513f\uff09\u4f1a\u770b\u5230\u4e24\u4e2a\u76f8\u4f3c\u7684\u89c6\u89c9\u573a\u666f\uff0c\u5176\u4e2d\u4e00\u4e2a\u5305\u542b\u7269\u7406\u4e0a\u4e0d\u53ef\u80fd\u7684\u60c5\u51b5\u3002\u7136\u540e\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u5404\u79cd\u751f\u7406\u6307\u6807\uff08\u5982\u76f8\u5bf9\u6ce8\u89c6\u65f6\u95f4\uff09\u83b7\u53d6\u5bf9\u6bcf\u4e2a\u573a\u666f\u7684\u300c\u611f\u5230\u610f\u5916\u300d\u53cd\u5e94\uff0c\u7528\u4ee5\u786e\u5b9a\u7814\u7a76\u5bf9\u8c61\u662f\u5426\u611f\u53d7\u5230\u4e86\u6982\u5ff5\u8fdd\u53cd\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e00\u8303\u5f0f\u5df2\u7ecf\u6269\u5c55\u5230\u8bc4\u4f30 AI \u7cfb\u7edf\u7684\u7269\u7406\u7406\u89e3\u80fd\u529b\u3002\u7c7b\u4f3c\u4e8e\u5a74\u513f\u5b9e\u9a8c\uff0c\u5411\u6a21\u578b\u5c55\u793a\u6210\u5bf9\u7684\u573a\u666f\uff0c\u9664\u4e86\u8fdd\u53cd\u7279\u5b9a\u76f4\u89c9\u7269\u7406\u6982\u5ff5\u7684\u67d0\u4e2a\u65b9\u9762\u6216\u4e8b\u4ef6\u5916\uff0c\u4e24\u4e2a\u573a\u666f\u7684\u6240\u6709\u65b9\u9762\uff08\u7269\u4f53\u5c5e\u6027\u3001\u7269\u4f53\u6570\u91cf\u3001\u906e\u6321\u7269\u7b49\uff09\u90fd\u4fdd\u6301\u76f8\u540c\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u7403\u53ef\u80fd\u4f1a\u6eda\u5230\u906e\u6321\u7269\u540e\u9762\uff0c\u4f46\u5728\u914d\u5bf9\u7684\u89c6\u9891\u4e2d\u518d\u4e5f\u4e0d\u4f1a\u51fa\u73b0\uff0c\u4ece\u800c\u6d4b\u8bd5\u7269\u4f53\u6301\u4e45\u6027\u7684\u6982\u5ff5\u3002\u6a21\u578b\u5bf9\u4e0d\u53ef\u80fd\u573a\u666f\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u610f\u5916\u53cd\u5e94\uff0c\u53cd\u6620\u4e86\u5176\u5bf9\u88ab\u8fdd\u53cd\u6982\u5ff5\u7684\u6b63\u786e\u7406\u89e3\u3002\u00a0<\/section>\n<section><\/section>\n<section><strong>\u7528\u4e8e\u76f4\u89c9\u7269\u7406\u7406\u89e3\u7684\u89c6\u9891\u9884\u6d4b<\/strong><\/section>\n<section><\/section>\n<section>V-JEPA \u67b6\u6784\u7684\u4e3b\u8981\u5f00\u53d1\u76ee\u7684\u662f\u63d0\u9ad8\u6a21\u578b\u76f4\u63a5\u4ece\u8f93\u5165\u9002\u5e94\u9ad8\u5c42\u7ea7\u4e0b\u6e38\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u5982\u6d3b\u52a8\u8bc6\u522b\u548c\u52a8\u4f5c\u5206\u7c7b\uff0c\u800c\u65e0\u9700\u786c\u7f16\u7801\u4e00\u7cfb\u5217\u4e2d\u95f4\u8868\u793a\uff0c\u5982\u7269\u4f53\u8f6e\u5ed3\u6216\u59ff\u6001\u4f30\u8ba1\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u6d4b\u8bd5\u4e86\u4e00\u4e2a\u5047\u8bbe\uff1a\u8be5\u67b6\u6784\u4e4b\u6240\u4ee5\u5728\u9ad8\u5c42\u7ea7\u4efb\u52a1\u4e0a\u53d6\u5f97\u6210\u529f\uff0c\u662f\u56e0\u4e3a\u5b83\u5b66\u4e60\u5230\u4e86\u4e00\u79cd\u9690\u5f0f\u6355\u6349\u4e16\u754c\u4e2d\u7269\u4f53\u7ed3\u6784\u548c\u52a8\u6001\u7684\u8868\u793a\uff0c\u800c\u65e0\u9700\u76f4\u63a5\u8868\u793a\u5b83\u4eec\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 1.B \u6240\u793a\uff0cV-JEPA \u7531\u4e00\u4e2a\u7f16\u7801\u5668\uff08\u795e\u7ecf\u7f51\u7edc\uff09\u548c\u4e00\u4e2a\u9884\u6d4b\u5668\uff08\u4e5f\u662f\u795e\u7ecf\u7f51\u7edc\uff09\u6784\u6210\u3002\u7f16\u7801\u5668\u4ece\u89c6\u9891\u4e2d\u63d0\u53d6\u8868\u793a\uff0c\u9884\u6d4b\u5668\u9884\u6d4b\u89c6\u9891\u4e2d\u4eba\u4e3a\u63a9\u853d\u90e8\u5206\u7684\u8868\u793a\uff0c\u5982\u968f\u673a\u63a9\u853d\u7684\u65f6\u7a7a\u5757\u3001\u968f\u673a\u50cf\u7d20\u6216\u672a\u6765\u5e27\u3002\u7f16\u7801\u5668\u548c\u9884\u6d4b\u5668\u7684\u8054\u5408\u8bad\u7ec3\u4f7f\u7f16\u7801\u5668\u80fd\u591f\u5b66\u4e60\u62bd\u8c61\u8868\u793a\uff0c\u8fd9\u4e9b\u8868\u793a\u7f16\u7801\u53ef\u9884\u6d4b\u7684\u4fe1\u606f\u5e76\u4e22\u5f03\u4f4e\u5c42\u7ea7\uff08\u901a\u5e38\u8bed\u4e49\u6027\u8f83\u4f4e\uff09\u7279\u5f81\u3002\u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c07c20a0eeb875236b35b50cf77c11e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c07c20a0eeb875236b35b50cf77c11e3.png\"><\/a><\/section>\n<section>\u5728\u81ea\u76d1\u7763\u8bad\u7ec3\u4e4b\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528\u7f16\u7801\u5668\u548c\u9884\u6d4b\u5668\u7f51\u7edc\u6765\u63a2\u6d4b\u6a21\u578b\u5bf9\u4e16\u754c\u7684\u7406\u89e3\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u989d\u5916\u7684\u9002\u5e94\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5728\u904d\u5386\u89c6\u9891\u6d41\u65f6\uff0c\u6a21\u578b\u5bf9\u89c2\u5bdf\u5230\u7684\u50cf\u7d20\u8fdb\u884c\u7f16\u7801\uff0c\u968f\u540e\u9884\u6d4b\u89c6\u9891\u540e\u7eed\u5e27\u7684\u8868\u793a\uff0c\u5982\u56fe 1.C \u6240\u793a\u3002\u901a\u8fc7\u8bb0\u5f55\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u9884\u6d4b\u8bef\u5dee\uff08\u9884\u6d4b\u7684\u89c6\u9891\u8868\u793a\u4e0e\u5b9e\u9645\u7f16\u7801\u7684\u89c6\u9891\u8868\u793a\u4e4b\u95f4\u7684\u8ddd\u79bb\uff09\uff0c\u53ef\u4ee5\u83b7\u5f97\u6a21\u578b\u5728\u6574\u4e2a\u89c6\u9891\u4e2d\u610f\u5916\u7a0b\u5ea6\u7684\u65f6\u95f4\u5bf9\u9f50\u5b9a\u91cf\u5ea6\u91cf\u3002\u901a\u8fc7\u6539\u53d8\u6a21\u578b\u53ef\u4ee5\u7528\u6765\u9884\u6d4b\u672a\u6765\u7684\u8fc7\u53bb\u89c6\u9891\u5e27\u6570\uff08\u4e0a\u4e0b\u6587\uff09\uff0c\u53ef\u4ee5\u63a7\u5236\u8bb0\u5fc6\u56e0\u7d20\uff1b\u901a\u8fc7\u6539\u53d8\u89c6\u9891\u7684\u5e27\u7387\uff0c\u53ef\u4ee5\u63a7\u5236\u52a8\u4f5c\u7684\u7cbe\u7ec6\u7a0b\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ad1d05468a7a2ffa3595555ec5661fa5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ad1d05468a7a2ffa3595555ec5661fa5.png\"><\/a><\/section>\n<section><strong>\u8868\u5f81\u9884\u6d4b\u5b66\u4e60\u68c0\u6d4b\u76f4\u89c9\u7269\u7406\u8fdd\u53cd\u73b0\u8c61\u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5728\u4e09\u4e2a\u6570\u636e\u96c6\u4e0a\u8bc4\u4f30\u4e86\u76f4\u89c9\u7269\u7406\u7406\u89e3\u80fd\u529b\uff1aIntPhys \u7684\u5f00\u53d1\u96c6\u3001GRASP \u00a0\u548c InfLevel-lab\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u7ec4\u5408\u4f7f\u7814\u7a76\u56e2\u961f\u80fd\u591f\u63a2\u6d4b\u5404\u7c7b\u65b9\u6cd5\u5bf9\u7269\u4f53\u6301\u4e45\u6027\u3001\u8fde\u7eed\u6027\u3001\u5f62\u72b6\u548c\u989c\u8272\u6052\u5e38\u6027\u3001\u91cd\u529b\u3001\u652f\u6491\u3001\u56fa\u4f53\u6027\u3001\u60ef\u6027\u548c\u78b0\u649e\u7684\u7406\u89e3\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5c06 V-JEPA \u4e0e\u5176\u4ed6\u89c6\u9891\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u4ee5\u7814\u7a76\u89c6\u9891\u9884\u6d4b\u76ee\u6807\u4ee5\u53ca\u6267\u884c\u9884\u6d4b\u7684\u8868\u5f81\u7a7a\u95f4\u5bf9\u76f4\u89c9\u7269\u7406\u7406\u89e3\u7684\u91cd\u8981\u6027\u3002\u7814\u7a76\u56e2\u961f\u8003\u8651\u4e86\u4e24\u7c7b\u5176\u4ed6\u6a21\u578b\uff1a\u76f4\u63a5\u5728\u50cf\u7d20\u7a7a\u95f4\u8fdb\u884c\u9884\u6d4b\u7684\u89c6\u9891\u9884\u6d4b\u6a21\u578b\u548c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u8003\u8651\u7684\u6bcf\u79cd\u65b9\u6cd5\uff0c\u7814\u7a76\u56e2\u961f\u8bc4\u4f30\u4e86\u539f\u59cb\u5de5\u4f5c\u4e2d\u63d0\u51fa\u7684\u65d7\u8230\u6a21\u578b\u3002\u7814\u7a76\u56e2\u961f\u8fdb\u4e00\u6b65\u5c06\u6240\u6709\u6a21\u578b\u4e0e\u672a\u8bad\u7ec3\u7684\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u6bd4\u8f83\uff0c\u6d4b\u8bd5\u76f4\u89c9\u7269\u7406\u7406\u89e3\u7684\u53ef\u5b66\u4e60\u6027\u3002<\/section>\n<section><\/section>\n<section>\u56fe 1.A \u603b\u7ed3\u4e86\u5404\u65b9\u6cd5\u5728\u6210\u5bf9\u5206\u7c7b\uff08\u5373\u5728\u4e00\u5bf9\u89c6\u9891\u4e2d\u68c0\u6d4b\u4e0d\u53ef\u80fd\u7684\u89c6\u9891\uff09\u4e2d\u8de8\u6570\u636e\u96c6\u7684\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cc1481bc606587c4b2d2cc59ea7eb142.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-cc1481bc606587c4b2d2cc59ea7eb142.png\"><\/a><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u53d1\u73b0\uff0cV-JEPA \u662f\u552f\u4e00\u4e00\u4e2a\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u90fd\u663e\u8457\u4f18\u4e8e\u672a\u8bad\u7ec3\u7f51\u7edc\u7684\u65b9\u6cd5\uff0c\u5728 IntPhys\u3001GRASP \u548c InfLevel-lab \u4e0a\u5206\u522b\u8fbe\u5230\u4e86 98%\uff0895% CI [95%,99%]\uff09\u300166%\uff0895% CI [64%,68%]\uff09\u300162%\uff0895% CI [60%,63%]\uff09\u7684\u5e73\u5747\u51c6\u786e\u7387\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u5728\u5b66\u4e60\u5230\u7684\u8868\u5f81\u7a7a\u95f4\u4e2d\u8fdb\u884c\u9884\u6d4b\u8db3\u4ee5\u53d1\u5c55\u51fa\u5bf9\u76f4\u89c9\u7269\u7406\u7684\u7406\u89e3\u3002\u8fd9\u662f\u5728\u6ca1\u6709\u4efb\u4f55\u9884\u5b9a\u4e49\u62bd\u8c61\uff0c\u4e14\u5728\u9884\u8bad\u7ec3\u6216\u65b9\u6cd5\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u4e0d\u77e5\u9053\u57fa\u51c6\u7684\u60c5\u51b5\u4e0b\u5b9e\u73b0\u7684\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u6bd4\u8f83\uff0c\u8be5\u56e2\u961f\u53d1\u73b0\uff0cVideoMAEv2\u3001Qwen2-VL-7B \u548c Gemini 1.5 pro \u7684\u6027\u80fd\u4ec5\u7565\u9ad8\u4e8e\u968f\u673a\u521d\u59cb\u5316\u6a21\u578b\u3002\u50cf\u7d20\u9884\u6d4b\u548c\u591a\u6a21\u6001 LLM \u7684\u4f4e\u6027\u80fd\u8bc1\u5b9e\u4e86\u5148\u524d\u7684\u4e00\u4e9b\u53d1\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u8868\u793a\uff1a\u300c\u8fd9\u4e9b\u6bd4\u8f83\u8fdb\u4e00\u6b65\u51f8\u663e\u4e86 V-JEPA \u76f8\u5bf9\u4e8e\u73b0\u6709 VideoMAEv2\u3001Gemini 1.5 pro \u548c Qwen2-VL-72B \u6a21\u578b\u7684\u4f18\u52bf\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u7ed3\u679c\u5e76\u4e0d\u610f\u5473\u7740 LLM \u6216\u50cf\u7d20\u9884\u6d4b\u6a21\u578b\u65e0\u6cd5\u5b9e\u73b0\u76f4\u89c2\u7684\u7269\u7406\u7406\u89e3\uff0c\u800c\u53ea\u662f\u610f\u5473\u7740\u5373\u4f7f\u5bf9\u4e8e\u524d\u6cbf\u6a21\u578b\u6765\u8bf4\uff0c\u8fd9\u4e2a\u770b\u4f3c\u7b80\u5355\u7684\u4efb\u52a1\u4ecd\u7136\u5f88\u56f0\u96be\u3002\u300d<\/section>\n<section><\/section>\n<section><strong>V-JEPA \u5404\u5c5e\u6027\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u63a5\u4e0b\u6765\uff0c\u4e3a\u4e86\u66f4\u51c6\u786e\u5730\u7406\u89e3 V-JEPA \u7684\u76f4\u89c2\u7269\u7406\u7406\u89e3\uff0c\u8be5\u56e2\u961f\u4ed4\u7ec6\u7814\u7a76\u4e86\u5176\u5728\u5148\u524d\u4f7f\u7528\u7684\u6570\u636e\u96c6\u4e0a\u7684\u5404\u5c5e\u6027\u6027\u80fd\u3002\u5728\u8fd9\u91cc\uff0cV-JEPA \u7f16\u7801\u5668\u548c\u9884\u6d4b\u5668\u57fa\u4e8e Vision Transformer-Large \u67b6\u6784\uff0c\u5e76\u5728 HowTo100M \u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002\u7ed3\u679c\u89c1\u4e0b\u56fe 2\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1081a3b27605d285f6fcf33fed93cc0e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1081a3b27605d285f6fcf33fed93cc0e.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u5728 IntPhys \u4e0a\uff0cV-JEPA \u5728\u591a\u4e2a\u76f4\u89c2\u7269\u7406\u5c5e\u6027\u4e0a\u7684\u8868\u73b0\u90fd\u660e\u663e\u4f18\u4e8e\u672a\u7ecf\u8bad\u7ec3\u7684\u7f51\u7edc\uff0c\u5176\u4e2d\u5305\u62ec\u7269\u4f53\u6301\u4e45\u6027\u3001\u8fde\u7eed\u6027\u3001\u5f62\u72b6\u6052\u5e38\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5728 GRASP \u4e0a\uff0cV-JEPA \u4e5f\u5728\u7269\u4f53\u6301\u4e45\u6027\u3001\u8fde\u7eed\u6027\u3001\u652f\u6491\u7ed3\u6784\u3001\u91cd\u529b\u3001\u60ef\u6027\u65b9\u9762\u6709\u663e\u8457\u66f4\u9ad8\u7684\u51c6\u786e\u5ea6\u3002\u4e0d\u8fc7 V-JEPA \u5728\u6d41\u4f53\u548c\u78b0\u649e\u7b49\u65b9\u9762\u4f18\u52bf\u4e0d\u663e\u8457\u3002<\/section>\n<section><\/section>\n<section>\u603b\u7ed3\u8d77\u6765\uff0cV-JEPA \u5728\u4e0e\u573a\u666f\u5185\u5bb9\u76f8\u5173\u7684\u5c5e\u6027\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u9700\u8981\u4e86\u89e3\u60c5\u5883\u4e8b\u4ef6\u6216\u7cbe\u786e\u7269\u4f53\u4ea4\u4e92\u7684\u7c7b\u522b\u65b9\u9762\u5374\u9887\u4e3a\u56f0\u96be\u3002\u8be5\u56e2\u961f\u731c\u60f3\uff0c\u8fd9\u4e9b\u9650\u5236\u4e3b\u8981\u6765\u81ea\u6a21\u578b\u7684\u5e27\u901f\u7387\u9650\u5236\u3002\u5c3d\u7ba1\u5982\u6b64\uff0cV-JEPA \u5c55\u73b0\u51fa\u4e86\u76f4\u89c9\u7269\u7406\u7406\u89e3\u80fd\u529b\uff0c\u540c\u65f6\u53ef\u4ece\u539f\u59cb\u611f\u77e5\u4fe1\u53f7\u4e2d\u5b66\u4e60\u6240\u9700\u7684\u62bd\u8c61\uff0c\u800c\u65e0\u9700\u4f9d\u8d56\u4e8e\u5f3a\u5927\u7684\u5148\u9a8c\u4fe1\u606f\u3002\u4e0d\u540c\u4e8e\u4e4b\u524d\u7684\u7814\u7a76\uff0c\u8fd9\u8868\u660e\uff0c<strong>\u8981\u8ba9\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u7406\u89e3\u76f4\u89c9\u7269\u7406\u6982\u5ff5\uff0c\u6838\u5fc3\u77e5\u8bc6\u5e76\u4e0d\u662f\u5fc5\u9700\u7684<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u8fdb\u4e00\u6b65\uff0c\u8be5\u56e2\u961f\u4f7f\u7528\u6765\u81ea IntPhys \u7684\u79c1\u6709\u6d4b\u8bd5\u96c6\u5c06 V-JEPA \u4e0e\u4eba\u7c7b\u8868\u73b0\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u8fd9\u6b21\u5b9e\u9a8c\u4f7f\u7528\u4e86\u65d7\u8230 V-JEPA \u67b6\u6784\uff0c\u5373\u4f7f\u7528 ViT-Huge \u5e76\u5728 VideoMix2M \u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u7ed3\u679c\u53d1\u73b0 V-JEPA \u5728\u6240\u6709\u76f4\u89c2\u7269\u7406\u5c5e\u6027\u4e0a\u90fd\u5b9e\u73b0\u4e86\u76f8\u540c\u6216\u66f4\u9ad8\u7684\u6027\u80fd\uff0c\u5982\u56fe 2.B \u6240\u793a\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u53d1\u73b0\uff0c\u5982\u679c\u5728\u89c6\u9891\u4e2d\u4f7f\u7528\u6700\u5927\u610f\u5916\u503c\u800c\u4e0d\u662f\u5e73\u5747\u610f\u5916\u503c\uff0c\u53ef\u4ee5\u5728\u5355\u4e2a\u89c6\u9891\u4e0a\u83b7\u5f97\u66f4\u597d\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u822c\u6765\u8bf4\uff0c\u5f53\u6253\u7834\u7269\u7406\u76f4\u89c9\u7684\u4e8b\u4ef6\u53d1\u751f\u5728\u906e\u6321\u7269\u540e\u9762\u65f6\uff0cV-JEPA \u548c\u4eba\u7c7b\u7684\u6027\u80fd\u90fd\u8f83\u4f4e\u3002\u6b64\u5916\uff0c\u5728\u906e\u6321\u8bbe\u7f6e\u4e0b\uff0c\u4eba\u7c7b\u548c V-JEPA \u4e4b\u95f4\u7684\u6027\u80fd\u5177\u6709\u5f88\u597d\u7684\u76f8\u5173\u6027\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u8be5\u56e2\u961f\u4e5f\u7814\u7a76\u4e86\u63a9\u7801\u7c7b\u578b\u3001\u8bad\u7ec3\u6570\u636e\u7684\u7c7b\u578b\u548c\u6570\u91cf\u3001\u6a21\u578b\u5927\u5c0f\u5bf9 V-JEPA IntPhys \u5206\u6570\u7684\u5f71\u54cd\uff0c\u7ed3\u679c\u5982\u4e0b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f58bdd95001833664ea1a5b22e0df3c5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f58bdd95001833664ea1a5b22e0df3c5.png\"><\/a><\/section>\n<section>\u8be6\u7ec6\u7684\u5177\u4f53\u5206\u6790\u548c\u8ba8\u8bba\u8bf7\u9605\u8bfb\u539f\u8bba\u6587\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-20-6\" target=\"_blank\">\u7269\u7406\u76f4\u89c9\u4e0d\u518d\u662f\u4eba\u7c7b\u4e13\u5c5e\uff1fLeCun\u7b49\u65b0\u7814\u7a76\u63ed\u793aAI\u53ef\u5982\u4f55\u6d8c\u73b0\u51fa\u6b64\u80fd\u529b<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u7269\u7406\u76f4\u89c9\u4e0d\u518d\u662f\u4eba\u7c7b\u4e13\u5c5e [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[70,73,65],"class_list":["post-38691","post","type-post","status-publish","format-standard","hentry","category-news","tag-agent","tag-73","tag-65"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u7269\u7406\u76f4\u89c9\u4e0d\u518d\u662f\u4eba\u7c7b\u4e13\u5c5e\uff1fLeCun\u7b49\u65b0\u7814\u7a76\u63ed\u793aAI\u53ef\u5982\u4f55\u6d8c\u73b0\u51fa\u6b64\u80fd\u529b - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=38691\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=38691\",\"url\":\"https:\/\/17aitech.com\/?p=38691\",\"name\":\"\u7269\u7406\u76f4\u89c9\u4e0d\u518d\u662f\u4eba\u7c7b\u4e13\u5c5e\uff1fLeCun\u7b49\u65b0\u7814\u7a76\u63ed\u793aAI\u53ef\u5982\u4f55\u6d8c\u73b0\u51fa\u6b64\u80fd\u529b - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=38691#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=38691#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-61baa5ed5cd4e067f693434d11cc81e5.png\",\"datePublished\":\"2025-02-20T21:00:54+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=38691#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=38691\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=38691#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-61baa5ed5cd4e067f693434d11cc81e5.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-61baa5ed5cd4e067f693434d11cc81e5.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=38691#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u7269\u7406\u76f4\u89c9\u4e0d\u518d\u662f\u4eba\u7c7b\u4e13\u5c5e\uff1fLeCun\u7b49\u65b0\u7814\u7a76\u63ed\u793aAI\u53ef\u5982\u4f55\u6d8c\u73b0\u51fa\u6b64\u80fd\u529b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u7269\u7406\u76f4\u89c9\u4e0d\u518d\u662f\u4eba\u7c7b\u4e13\u5c5e\uff1fLeCun\u7b49\u65b0\u7814\u7a76\u63ed\u793aAI\u53ef\u5982\u4f55\u6d8c\u73b0\u51fa\u6b64\u80fd\u529b - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=38691","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=38691","url":"https:\/\/17aitech.com\/?p=38691","name":"\u7269\u7406\u76f4\u89c9\u4e0d\u518d\u662f\u4eba\u7c7b\u4e13\u5c5e\uff1fLeCun\u7b49\u65b0\u7814\u7a76\u63ed\u793aAI\u53ef\u5982\u4f55\u6d8c\u73b0\u51fa\u6b64\u80fd\u529b - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=38691#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=38691#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-61baa5ed5cd4e067f693434d11cc81e5.png","datePublished":"2025-02-20T21:00:54+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=38691#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=38691"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=38691#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-61baa5ed5cd4e067f693434d11cc81e5.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-61baa5ed5cd4e067f693434d11cc81e5.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=38691#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u7269\u7406\u76f4\u89c9\u4e0d\u518d\u662f\u4eba\u7c7b\u4e13\u5c5e\uff1fLeCun\u7b49\u65b0\u7814\u7a76\u63ed\u793aAI\u53ef\u5982\u4f55\u6d8c\u73b0\u51fa\u6b64\u80fd\u529b"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38691","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38691"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38691\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38691"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38691"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38691"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}