{"id":8102,"date":"2026-01-03T09:30:00","date_gmt":"2026-01-03T01:30:00","guid":{"rendered":"https:\/\/meta-quantum.today\/?p=8102"},"modified":"2026-01-03T10:25:40","modified_gmt":"2026-01-03T02:25:40","slug":"%e3%80%90%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e3%80%91agi%e6%98%af%e5%bd%bb%e5%a4%b4%e5%bd%bb%e5%b0%be%e7%9a%84%e8%83%a1%e6%89%af-yann-lecun%e8%ae%bf%e8%b0%88%e6%80%bb%e7%bb%93","status":"publish","type":"post","link":"https:\/\/meta-quantum.today\/?p=8102","title":{"rendered":"\u3010\u4eba\u5de5\u667a\u80fd\u3011AGI\u662f\u5f7b\u5934\u5f7b\u5c3e\u7684\u80e1\u626f &#8211; Yann LeCun\u8bbf\u8c08\u603b\u7ed3"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u5f15\u8a00<\/h2>\n\n\n\n<p>\u56fe\u7075\u5956\u5f97\u4e3b\u3001\u524dMeta\u9996\u5e2dAI\u79d1\u5b66\u5bb6Yann LeCun\u5728\u8fd1\u4e24\u5c0f\u65f6\u7684\u6df1\u5ea6\u8bbf\u8c08\u4e2d\uff0c\u5bf9\u7845\u8c37\u5f53\u524d\u8ffd\u6367\u7684AI\u53d1\u5c55\u8def\u5f84\u63d0\u51fa\u4e86\u98a0\u8986\u6027\u6279\u5224\u3002\u8fd9\u4f4d65\u5c81\u7684AI\u5148\u9a71\u9009\u62e9\u79bb\u5f00Meta\u521b\u529e\u65b0\u516c\u53f8AMI\uff08Advanced Machine Intelligence\uff09\uff0c\u62bc\u6ce8\u4e00\u6761\u4e0e\u4e3b\u6d41\u5b8c\u5168\u4e0d\u540c\u7684\u6280\u672f\u8def\u7ebf\u2014\u2014\u4e16\u754c\u6a21\u578b\uff08World Models\uff09\u3002\u8fd9\u4e0d\u4ec5\u662f\u4e00\u6b21\u6280\u672f\u89c2\u70b9\u7684\u8868\u8fbe\uff0c\u66f4\u662f\u4e00\u573a\u5173\u4e8eAI\u672a\u6765\u53d1\u5c55\u65b9\u5411\u7684\u516c\u5f00\u5ba3\u6218\u3002<\/p>\n\n\n\n<p>\u5173\u4e8eYann LeCun\u7684\u7814\u7a76\u8868\u660e\uff0c\u81ea\u76d1\u7763\u5b66\u4e60\u88ab\u89c6\u4e3a&#8221;\u667a\u80fd\u7684\u6697\u7269\u8d28&#8221;\uff0c\u65e8\u5728\u901a\u8fc7\u89c2\u5bdf\u548c\u6784\u5efa\u4e16\u754c\u6a21\u578b\u6765\u590d\u5236\u4eba\u7c7b\u548c\u52a8\u7269\u7684\u5b66\u4e60\u80fd\u529b\u3002\u8fd9\u4e00\u6838\u5fc3\u7406\u5ff5\u6b63\u662fLeCun\u591a\u5e74\u7814\u7a76\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Yann LeCun\u8bbf\u8c08\u603b\u7ed3:<\/h2>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"720\" style=\"aspect-ratio: 1280 \/ 720;\" width=\"1280\" controls src=\"https:\/\/meta-quantum.today\/wp-content\/uploads\/2026\/01\/\u4eba\u5de5\u667a\u80fd-AGI\u662f\u5f7b\u5934\u5f7b\u5c3e\u7684\u80e1\u626f-Yann-Lecun.mp4\"><\/video><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u8bbf\u8c08\u6838\u5fc3\u5185\u5bb9\u89e3\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u79bb\u804cMeta\u521b\u529eAMI\u7684\u6df1\u5c42\u539f\u56e0<\/h3>\n\n\n\n<p><strong>1. \u4ea7\u4e1a\u7814\u7a76\u73af\u5883\u7684\u8f6c\u53d8<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u524dAI\u6295\u8d44\u70ed\u6f6e\u4f7f\u957f\u671f\u57fa\u7840\u7814\u7a76\u578b\u521b\u4e1a\u6210\u4e3a\u53ef\u80fd<\/li>\n\n\n\n<li>Meta\u7b49\u5927\u5382\u5b9e\u9a8c\u5ba4\u4ece\u5f00\u653e\u7814\u7a76\u8f6c\u5411\u5c01\u95ed\uff0c\u8fc7\u5ea6\u8ffd\u6c42\u77ed\u671f\u4ea7\u54c1\u843d\u5730<\/li>\n\n\n\n<li>LeCun\u575a\u6301\u771f\u6b63\u7684\u7814\u7a76\u5fc5\u987b\u516c\u5f00\u53d1\u8868\uff0c\u63a5\u53d7\u5b66\u754c\u68c0\u9a8c<\/li>\n<\/ul>\n\n\n\n<p><strong>2. \u5bf9\u4e3b\u6d41\u6280\u672f\u8def\u7ebf\u7684\u5f7b\u5e95\u5426\u5b9a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7845\u8c37\u516c\u53f8\u9677\u5165\u6280\u672f\u5355\u4e00\u5316\u56f0\u5883\uff1a\u6269\u5927LLM\u89c4\u6a21\u3001\u5806\u780c\u7b97\u529b\u3001\u4f18\u5316\u5f3a\u5316\u5b66\u4e60<\/li>\n\n\n\n<li>\u8fd9\u79cd&#8221;\u96c6\u4f53\u5e7b\u89c9&#8221;\u53ef\u80fd\u5bfc\u81f4\u884c\u4e1a\u9519\u5931\u771f\u6b63\u7684\u98a0\u8986\u6027\u6280\u672f<\/li>\n\n\n\n<li>LeCun\u9009\u62e9&#8221;\u5c11\u6709\u4eba\u8d70\u7684\u8def&#8221;\uff1a\u6784\u5efa\u80fd\u7406\u89e3\u548c\u9884\u6d4b\u4e16\u754c\u7684\u4e16\u754c\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u81f4\u547d\u7f3a\u9677<\/h3>\n\n\n\n<p><strong>\u6838\u5fc3\u95ee\u9898\uff1a\u8bb0\u5fc6\u578b\u7cfb\u7edf vs \u7406\u89e3\u578b\u7cfb\u7edf<\/strong><\/p>\n\n\n\n<p>LeCun\u6307\u51fa\uff0c\u8bad\u7ec3\u4e00\u4e2a\u6027\u80fd\u5c1a\u53ef\u7684LLM\u9700\u8981\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51e0\u4e4e\u6574\u4e2a\u4e92\u8054\u7f51\u7684\u6587\u672c\u6570\u636e\uff08~30\u4e07\u4ebftoken\uff09<\/li>\n\n\n\n<li>\u76f8\u5f53\u4e8e10\u00b9\u2074\u5b57\u8282\u7684\u6570\u636e\u91cf<\/li>\n\n\n\n<li>\u672c\u8d28\u662f\u8ba9\u6a21\u578b&#8221;\u8bb0\u4f4f&#8221;\u5b64\u7acb\u4e8b\u5b9e\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6587\u672c\u6570\u636e\u7684\u6839\u672c\u5c40\u9650\u6027<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5197\u4f59\u5ea6\u6781\u4f4e\uff0c\u7f3a\u4e4f\u771f\u5b9e\u4e16\u754c\u7684\u7ed3\u6784\u4fe1\u606f<\/li>\n\n\n\n<li>\u65e0\u6cd5\u5904\u7406\u9ad8\u7ef4\u5ea6\u3001\u8fde\u7eed\u3001\u542b\u566a\u58f0\u7684\u6570\u636e\uff08\u5982\u56fe\u50cf\u3001\u89c6\u9891\uff09<\/li>\n\n\n\n<li>10\u00b9\u2074\u5b57\u8282\u6587\u672c \u2248 1.5\u4e07\u5c0f\u65f6\u89c6\u9891 \u2248 YouTube\u534a\u5c0f\u65f6\u4e0a\u4f20\u91cf \u2248 \u56db\u5c81\u5b69\u5b50\u4e00\u751f\u7684\u89c6\u89c9\u4fe1\u606f<\/li>\n<\/ul>\n\n\n\n<p>\u6b63\u5982Glasp\u7684\u5206\u6790\u6240\u793a\uff0c\u8bed\u8a00\u6a21\u578b\u867d\u7136\u53ef\u4ee5\u5728\u8bed\u8a00\u5c42\u9762\u89e3\u91ca\u6982\u5ff5\uff0c\u4f46\u5176\u5b9e\u9645\u5e94\u7528\u77e5\u8bc6\u7684\u80fd\u529b\u662f\u6709\u9650\u7684\uff0c\u5b83\u4eec\u7684\u7406\u89e3\u4ecd\u7136\u662f\u6d45\u5c42\u7684\u3002<\/p>\n\n\n\n<p><strong>&#8220;\u72d7\u6c34\u5e73\u667a\u80fd&#8221;\u95e8\u69db<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LeCun\u8ba4\u4e3a\u8ba9\u673a\u5668\u8fbe\u5230\u72d7\u7684\u667a\u80fd\u6c34\u5e73\uff0c\u6bd4\u4ece\u72d7\u5230\u4eba\u7c7b\u66f4\u96be<\/li>\n\n\n\n<li>\u72d7\u80fd\u7406\u89e3\u7269\u7406\u4e16\u754c\u57fa\u672c\u89c4\u5f8b\uff1a\u7269\u4f53\u4e0d\u4f1a\u51ed\u7a7a\u6d88\u5931\u3001\u4e1c\u897f\u4f1a\u4e0b\u843d\u7b49<\/li>\n\n\n\n<li>\u8fd9\u4e9b\u80fd\u529b\u6070\u6070\u662fLLM\u5b8c\u5168\u4e0d\u5177\u5907\u7684<\/li>\n\n\n\n<li>\u5ba3\u79f01-2\u5e74\u5185\u5b9e\u73b0AGI\u662f&#8221;\u8131\u79bb\u73b0\u5b9e\u7684\u5e7b\u60f3&#8221;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001\u4e16\u754c\u6a21\u578b\u7684\u6838\u5fc3\u7406\u5ff5<\/h3>\n\n\n\n<p><strong>\u4ec0\u4e48\u662f\u4e16\u754c\u6a21\u578b\uff1f<\/strong><\/p>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u2260\u9010\u50cf\u7d20\u7684\u73b0\u5b9e\u6a21\u62df\u5668\uff0c\u800c\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u62bd\u8c61\u8868\u5f81\u7a7a\u95f4\u4e2d\uff0c\u53ea\u6a21\u62df\u4e0e\u4efb\u52a1\u76f8\u5173\u7684\u90e8\u5206\u73b0\u5b9e<\/li>\n\n\n\n<li>\u5173\u6ce8\u4e16\u754c\u5982\u4f55\u53d8\u5316\uff0c\u800c\u975e\u8868\u9762\u770b\u8d77\u6765\u50cf\u4ec0\u4e48<\/li>\n\n\n\n<li>\u63d0\u4f9bAI\u7f3a\u5931\u7684&#8221;\u524d\u989d\u53f6\u76ae\u5c42&#8221;\u529f\u80fd\uff1a\u89c4\u5212\u3001\u9884\u6d4b\u548c\u884c\u52a8\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p><strong>\u62bd\u8c61\u5c42\u7ea7\u7684\u6838\u5fc3\u601d\u60f3<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f8b\u5b50\uff1a\u9884\u6d4b100\u5e74\u540e\u6728\u661f\u4f4d\u7f6e\uff0c\u53ea\u97006\u4e2a\u6570\u5b57\uff083\u4e2a\u4f4d\u7f6e\u5750\u6807+3\u4e2a\u901f\u5ea6\u5206\u91cf\uff09<\/li>\n\n\n\n<li>\u6d41\u4f53\u529b\u5b66\u6a21\u62df\u98de\u673a\u6c14\u6d41\uff1a\u4e0d\u9010\u5206\u5b50\u6a21\u62df\uff0c\u800c\u662f\u7528\u5c0f\u7acb\u65b9\u4f53\u8bb0\u5f55\u5173\u952e\u53d8\u91cf<\/li>\n\n\n\n<li>\u5ffd\u7565\u4e0b\u5c42\u7ec6\u8282\uff0c\u8ba9\u9884\u6d4b\u66f4\u957f\u671f\u3001\u66f4\u7a33\u5b9a<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e16\u754c\u6a21\u578b vs \u751f\u6210\u6a21\u578b<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u751f\u6210\u6a21\u578b\uff1a\u5728\u50cf\u7d20\/\u6587\u672c\u5c42\u9762\u76f4\u63a5\u8f93\u51fa\uff0c\u590d\u73b0\u8868\u9762\u7edf\u8ba1\u76f8\u5173\u6027<\/li>\n\n\n\n<li>\u4e16\u754c\u6a21\u578b\uff1a\u5728\u62bd\u8c61\u8868\u5f81\u5c42\u9762\u9884\u6d4b\uff0c\u6355\u6349\u4e16\u754c\u7684\u5e95\u5c42\u52a8\u529b\u5b66\u89c4\u5f8b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u6280\u672f\u67b6\u6784\uff1aJEPA\uff08\u8054\u5408\u5d4c\u5165\u9884\u6d4b\u67b6\u6784\uff09<\/h3>\n\n\n\n<p><strong>\u8fd120\u5e74\u7684\u7814\u7a76\u6c89\u6dc0<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u65e9\u671f\u63a2\u7d22\uff0821\u4e16\u7eaa\u521d\uff09<\/strong>\uff1a\n<ol class=\"wp-block-list\">\n<li>\u81ea\u7f16\u7801\u5668\u3001\u53d7\u9650\u73bb\u5c14\u5179\u66fc\u673a\u3001\u53bb\u566a\u81ea\u7f16\u7801\u5668<\/li>\n\n\n\n<li>\u6838\u5fc3\u76ee\u6807\uff1a\u901a\u8fc7\u65e0\u76d1\u7763\u5b66\u4e60\u6784\u5efa\u6df1\u5ea6\u7f51\u7edc<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u5173\u952e\u8f6c\u6298\uff082015-2016\uff09<\/strong>\uff1a\n<ol class=\"wp-block-list\">\n<li>ResNet\u89e3\u51b3\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3\u95ee\u9898<\/li>\n\n\n\n<li>2016\u5e74NIPS\u6f14\u8bb2\uff1a\u516c\u5f00\u9610\u8ff0\u4e16\u754c\u6a21\u578b\u4e3b\u5f20<\/li>\n\n\n\n<li>\u5f00\u59cb\u89c6\u9891\u9884\u6d4b\u7814\u7a76\uff0c\u4f46\u50cf\u7d20\u7ea7\u9884\u6d4b\u5931\u8d25<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u7a81\u7834\u6027\u8fdb\u5c55\uff08\u8fd15\u5e74\uff09<\/strong>\uff1a\n<ol class=\"wp-block-list\">\n<li>\u5bf9\u6bd4\u5b66\u4e60\u590d\u5174\uff082005-2006\u8bba\u6587\u57fa\u7840\uff09<\/li>\n\n\n\n<li>Barlow Twins\u65b9\u6cd5\uff1a\u76f4\u63a5\u6700\u5927\u5316\u7f16\u7801\u5668\u8f93\u51fa\u4fe1\u606f\u91cf<\/li>\n\n\n\n<li>VICReg\uff08\u65b9\u5dee-\u4e0d\u53d8\u6027-\u534f\u65b9\u5dee\u6b63\u5219\u5316\uff09\uff1a\u7ed3\u6784\u66f4\u7b80\u5355\uff0c\u6548\u679c\u66f4\u597d<\/li>\n\n\n\n<li>\u6700\u65b0\uff1aSignal Regularization\uff08SigReg\uff09<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001AGI\u6982\u5ff5\u7684\u6839\u672c\u8c2c\u8bef<\/h3>\n\n\n\n<p><strong>\u4e3a\u4ec0\u4e48&#8221;AGI\u662f\u5f7b\u5934\u5f7b\u5c3e\u7684\u8c0e\u8a00&#8221;\uff1f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u7528\u667a\u80fd\u6982\u5ff5\u672c\u8eab\u7ad9\u4e0d\u4f4f\u811a\uff0c\u662f\u4ee5\u4eba\u7c7b\u667a\u80fd\u4e3a\u53c2\u7167\u7684\u9519\u8bef\u5b9a\u4e49<\/li>\n\n\n\n<li>\u4eba\u7c7b\u667a\u80fd\u672c\u8eab\u9ad8\u5ea6\u4e13\u7528\u5316\uff1a\u64c5\u957f\u73b0\u5b9e\u4e16\u754c\u884c\u52a8\uff0c\u4f46\u4e0b\u68cb\u7cdf\u7cd5<\/li>\n\n\n\n<li>\u5f88\u591a\u52a8\u7269\u5728\u67d0\u4e9b\u65b9\u9762\u8fdc\u80dc\u4eba\u7c7b\uff08\u72d7\u7684\u55c5\u89c9\u3001\u732b\u7684\u7075\u6d3b\u6027\uff09<\/li>\n<\/ul>\n\n\n\n<p><strong>\u73b0\u5b9e\u7684\u65f6\u95f4\u8868<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6700\u4e50\u89c2\uff1a5-10\u5e74\u8fbe\u5230\u63a5\u8fd1\u72d7\u6c34\u5e73\u7684\u667a\u80fd\u7cfb\u7edf<\/li>\n\n\n\n<li>\u53ef\u80fd\u9700\u898120\u5e74\u751a\u81f3\u66f4\u4e45\u624d\u80fd\u7a81\u7834<\/li>\n\n\n\n<li>\u4ece\u72d7\u6c34\u5e73\u5230\u4eba\u7c7b\u6c34\u5e73\u53cd\u800c\u76f8\u5bf9\u5bb9\u6613\uff1a\u4e3b\u8981\u65b0\u589e\u7684\u662f\u8bed\u8a00\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d\u3001AI\u5b89\u5168\u89c2\u70b9<\/h3>\n\n\n\n<p><strong>\u53cd\u5bf9\u6781\u7aef\u7acb\u573a<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e2\u53cd\u5bf9AI\u706d\u4e16\u8bba\u7684\u8fc7\u5ea6\u6050\u614c\uff08\u4eb2\u8eab\u9047\u5230\u56e0\u6b64\u7cbe\u795e\u5931\u5e38\u7684\u4eba\uff09<\/li>\n\n\n\n<li>\u4e5f\u53cd\u5bf9\u5ffd\u89c6\u98ce\u9669\u7684\u76f2\u76ee\u4e50\u89c2<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5de5\u7a0b\u5316\u89e3\u51b3\u65b9\u6848<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5386\u53f2\u7ecf\u9a8c\uff1a\u6c7d\u8f66\u901a\u8fc7\u5b89\u5168\u5e26\u3001\u81ea\u52a8\u5239\u8f66\u7b49\u6280\u672f\u5927\u5e45\u964d\u4f4e\u6b7b\u4ea1\u7387<\/li>\n\n\n\n<li>AI\u5e94\u91c7\u7528\u76ee\u6807\u9a71\u52a8\uff08objective-driven\uff09\u67b6\u6784\uff0c\u800c\u975e\u4f9d\u8d56\u4e8b\u540e\u4fee\u8865<\/li>\n\n\n\n<li>\u5e95\u5c42\u5f15\u5165\u660e\u786e\u7684\u5b89\u5168\u7ea6\u675f\uff08\u5982\u673a\u5668\u4eba\u5fc5\u987b\u907f\u5f00\u4eba\u7c7b\uff09<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e09\u4e2a\u5173\u952e\u80fd\u529b<\/strong>\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e16\u754c\u6a21\u578b\uff1a\u9884\u6d4b\u884c\u4e3a\u540e\u679c<\/li>\n\n\n\n<li>\u89c4\u5212\uff1a\u8bbe\u8ba1\u884c\u52a8\u5e8f\u5217<\/li>\n\n\n\n<li>\u786c\u6027\u7ea6\u675f\uff1a\u786e\u4fdd\u65e0\u8bba\u5982\u4f55\u90fd\u4e0d\u5371\u9669\u4eba\u7c7b<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e03\u3001Meta\u5185\u90e8\u5e03\u5c40\u4e0e\u70b9\u8bc4\u540c\u884c<\/h3>\n\n\n\n<p><strong>Meta AI\u4f53\u7cfb<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>FAIR\uff08\u57fa\u7840\u7814\u7a76\u5b9e\u9a8c\u5ba4\uff09\uff1a\u957f\u671f\u57fa\u7840\u7814\u7a76<\/li>\n\n\n\n<li>TBD Lab\uff1a\u524d\u6cbf\u6a21\u578b\uff08\u51e0\u4e4e\u5b8c\u5168\u805a\u7126LLM\uff09<\/li>\n\n\n\n<li>AI\u57fa\u7840\u8bbe\u65bd\uff1a\u8f6f\u4ef6\u548c\u786c\u4ef6<\/li>\n\n\n\n<li>\u4ea7\u54c1\u90e8\u95e8\uff1a\u6a21\u578b\u4ea7\u54c1\u5316<\/li>\n<\/ul>\n\n\n\n<p><strong>\u540c\u884c\u70b9\u8bc4<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SSI\uff08\u4f0a\u5229\u4e9a\uff09<\/strong>\uff1a\u6210\u4e86\u884c\u4e1a\u7b11\u8bdd\uff0c\u65e0\u4eba\u77e5\u9053\u4ed6\u4eec\u5728\u5e72\u4ec0\u4e48<\/li>\n\n\n\n<li><strong>Physical Intelligence<\/strong>\uff1a\u4ecd\u5728\u751f\u6210\u50cf\u7d20\uff0c\u65b9\u5411\u9519\u8bef<\/li>\n\n\n\n<li><strong>Wayve\uff08\u76f8\u5bf9\u8ba4\u53ef\uff09<\/strong>\uff1a\u505a\u5bf9\u4e86\u4e00\u534a\u2014\u2014\u5728\u8868\u5f81\u7a7a\u95f4\u9884\u6d4b\uff0c\u4f46\u8868\u5f81\u7a7a\u95f4\u4ecd\u901a\u8fc7\u91cd\u5efa\u8bad\u7ec3<\/li>\n\n\n\n<li><strong>Sandbox AQ<\/strong>\uff1a\u63d0\u51fa\u5927\u578b\u5b9a\u91cf\u6a21\u578b\u6982\u5ff5\uff0c\u4e0eLeCun\u4e3b\u5f20\u9ad8\u5ea6\u4e00\u81f4<\/li>\n\n\n\n<li><strong>Google Dreamer\u7cfb\u5217<\/strong>\uff1a\u8d70\u5728\u6b63\u786e\u9053\u8def\u4e0a\uff0c\u4f46\u521b\u59cb\u4eba\u5df2\u79bb\u804c\u521b\u4e1a<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5224\u65ad\u6807\u51c6<\/strong>\uff1a \u662f\u5426\u653e\u5f03\u50cf\u7d20\u7ea7\/\u6587\u672c\u7ea7\u76f4\u63a5\u751f\u6210\uff0c\u8f6c\u5411\u62bd\u8c61\u8868\u5f81\u7a7a\u95f4\u9884\u6d4b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u516b\u3001\u7845\u8c37\u7684\u6280\u672f\u5355\u4e00\u5316\u95ee\u9898<\/h3>\n\n\n\n<p><strong>\u7ade\u4e89\u538b\u529b\u5bfc\u81f4\u7684\u5355\u4e00\u5316<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI\u3001Meta\u3001Google\u3001Anthropic\u90fd\u5728\u505a\u540c\u4e00\u4ef6\u4e8b<\/li>\n\n\n\n<li>\u6ca1\u4eba\u6562\u5c1d\u8bd5\u4e0d\u540c\u8def\u7ebf\uff0c\u62c5\u5fc3\u6389\u961f\u88ab\u6dd8\u6c70<\/li>\n\n\n\n<li>\u5f62\u6210&#8221;\u5927\u8bed\u8a00\u6a21\u578b\u6d17\u8111\u6587\u5316&#8221;<\/li>\n<\/ul>\n\n\n\n<p><strong>AMI\u7684\u5168\u7403\u5316\u5e03\u5c40<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u5df4\u9ece\u3001\u7ebd\u7ea6\u7b49\u5730\u5e03\u5c40\uff0c\u907f\u5f00\u7845\u8c37\u5355\u4e00\u5316\u73af\u5883<\/li>\n\n\n\n<li>\u5438\u5f15\u90a3\u4e9b\u8ba4\u540cLeCun\u89c2\u70b9\u4f46\u53d7\u9650\u4e8e\u516c\u53f8\u6218\u7565\u7684\u4eba\u624d<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba\u4e0e\u5173\u952e\u8981\u70b9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u6d1e\u5bdf<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6280\u672f\u8def\u7ebf\u4e4b\u4e89<\/strong>\uff1a\u7845\u8c37\u7684\u7b97\u529b+\u6570\u636e\u7ade\u8d5b vs LeCun\u7684\u8ba4\u77e5+\u611f\u77e5\u8def\u7ebf<\/li>\n\n\n\n<li><strong>\u57fa\u7840\u79d1\u5b66\u4f7f\u547d<\/strong>\uff1a\u63d0\u5347\u4e16\u754c\u667a\u80fd\u603b\u91cf\u662f\u5185\u5728\u6b63\u786e\u7684\u4e8b<\/li>\n\n\n\n<li><strong>\u591a\u5143\u5316\u7684\u91cd\u8981\u6027<\/strong>\uff1a\u907f\u514d\u8def\u5f84\u4f9d\u8d56\uff0c\u4e3a\u98a0\u8986\u6027\u7a81\u7834\u7559\u51fa\u7a7a\u95f4<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u5173\u952e\u8981\u70b9\u603b\u7ed3<\/h3>\n\n\n\n<p>\u2705 <strong>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u672c\u8d28\u5c40\u9650<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ea\u662f\u8bb0\u5fc6\u578b\u7cfb\u7edf\uff0c\u975e\u7406\u89e3\u578b\u7cfb\u7edf<\/li>\n\n\n\n<li>\u6587\u672c\u6570\u636e\u5197\u4f59\u5ea6\u4f4e\uff0c\u65e0\u6cd5\u7406\u89e3\u771f\u5b9e\u4e16\u754c<\/li>\n\n\n\n<li>\u65e0\u6cd5\u8fbe\u5230&#8221;\u72d7\u6c34\u5e73\u667a\u80fd&#8221;\uff0c\u66f4\u4e0d\u7528\u8bf4AGI<\/li>\n<\/ul>\n\n\n\n<p>\u2705 <strong>\u4e16\u754c\u6a21\u578b\u7684\u4f18\u52bf<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u62bd\u8c61\u8868\u5f81\u7a7a\u95f4\u9884\u6d4b\uff0c\u800c\u975e\u50cf\u7d20\u7ea7\u751f\u6210<\/li>\n\n\n\n<li>\u6355\u6349\u4e16\u754c\u5e95\u5c42\u52a8\u529b\u5b66\u89c4\u5f8b<\/li>\n\n\n\n<li>\u63d0\u4f9b\u89c4\u5212\u548c\u884c\u52a8\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p>\u2705 <strong>\u6280\u672f\u67b6\u6784\u6f14\u8fdb<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>20\u5e74\u7814\u7a76\u6c89\u6dc0\uff1a\u4ece\u81ea\u7f16\u7801\u5668\u5230\u5bf9\u6bd4\u5b66\u4e60\u5230JEPA<\/li>\n\n\n\n<li>\u5173\u952e\u7a81\u7834\uff1aBarlow Twins\u3001VICReg\u3001SigReg<\/li>\n\n\n\n<li>\u672a\u67651-2\u5e74\u8fd8\u4f1a\u6709\u663e\u8457\u8fdb\u5c55<\/li>\n<\/ul>\n\n\n\n<p>\u2705 <strong>AI\u5b89\u5168\u7b56\u7565<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b89\u5168\u4e0e\u53d1\u5c55\u540c\u6b65\uff0c\u800c\u975e\u6682\u505c\u7b49\u5f85<\/li>\n\n\n\n<li>\u91c7\u7528\u76ee\u6807\u9a71\u52a8\u67b6\u6784\uff0c\u5e95\u5c42\u5185\u7f6e\u5b89\u5168\u7ea6\u675f<\/li>\n\n\n\n<li>\u7c7b\u6bd4\u6c7d\u8f66\u5de5\u7a0b\u5316\u6539\u8fdb\u5386\u7a0b<\/li>\n<\/ul>\n\n\n\n<p>\u2705 <strong>\u884c\u4e1a\u8b66\u793a<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6280\u672f\u5355\u4e00\u5316\u98ce\u9669\u5de8\u5927<\/li>\n\n\n\n<li>\u53ef\u80fd\u9519\u5931\u771f\u6b63\u7684\u98a0\u8986\u6027\u7a81\u7834<\/li>\n\n\n\n<li>\u9700\u8981\u4fdd\u6301\u591a\u5143\u5316\u7814\u7a76\u65b9\u5411<\/li>\n<\/ul>\n\n\n\n<p>\u2705 <strong>\u73b0\u5b9e\u65f6\u95f4\u8868<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>5-10\u5e74\uff08\u6700\u4e50\u89c2\uff09\u621620+\u5e74\u8fbe\u5230\u72d7\u6c34\u5e73\u667a\u80fd<\/li>\n\n\n\n<li>\u4ece\u72d7\u5230\u4eba\u7c7b\u76f8\u5bf9\u5bb9\u6613\uff08\u4e3b\u8981\u589e\u52a0\u8bed\u8a00\uff09<\/li>\n\n\n\n<li>AGI\u6982\u5ff5\u672c\u8eab\u5c31\u662f\u4f2a\u547d\u9898<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5bf9AI\u7814\u7a76\u8005\u7684\u542f\u793a<\/h3>\n\n\n\n<p>\u6b63\u5982Glasp\u5173\u4e8eAI\u7814\u7a76\u7684\u5206\u6790\u6307\u51fa\uff0c\u5373\u4f7f\u6ca1\u6709\u5927\u89c4\u6a21\u8ba1\u7b97\u8d44\u6e90\uff0c\u521b\u65b0\u7684\u535a\u58eb\u7814\u7a76\u4ecd\u7136\u53ef\u4ee5\u5728AI\u9886\u57df\u53d1\u751f\uff0c\u7279\u522b\u662f\u5728\u901a\u8fc7\u89c2\u5bdf\u8bad\u7ec3\u4e16\u754c\u6a21\u578b\u548c\u5728\u975e\u7269\u7406\u73af\u5883\u4e2d\u4f7f\u7528\u5b66\u4e60\u6a21\u578b\u8fdb\u884c\u89c4\u5212\u65b9\u9762\u3002<\/p>\n\n\n\n<p>LeCun\u7684\u89c2\u70b9\u63d0\u9192\u6211\u4eec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u7840\u7814\u7a76\u7684\u5f00\u653e\u6027\u548c\u957f\u671f\u6295\u5165\u81f3\u5173\u91cd\u8981<\/li>\n\n\n\n<li>\u4e0d\u8981\u76f2\u76ee\u8ddf\u98ce\u4e3b\u6d41\u6280\u672f\u8def\u7ebf<\/li>\n\n\n\n<li>\u771f\u6b63\u7684\u7a81\u7834\u5f80\u5f80\u6765\u81ea\u4e0d\u540c\u7684\u601d\u8003\u65b9\u5411<\/li>\n\n\n\n<li>\u79d1\u5b66\u5bb6\u7684\u521d\u5fc3\u548c\u4f7f\u547d\u611f\u6bd4\u77ed\u671f\u5546\u4e1a\u6210\u529f\u66f4\u91cd\u8981<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u573a\u8bbf\u8c08\u4e0d\u4ec5\u662f\u5bf9\u5f53\u524dAI\u53d1\u5c55\u8def\u5f84\u7684\u6279\u5224\uff0c\u66f4\u662f\u5bf9\u6574\u4e2a\u884c\u4e1a\u7684\u6df1\u523b\u8b66\u793a\u3002\u65e0\u8bba\u6700\u7ec8\u8c01\u662f\u5bf9\u7684\uff0cLeCun\u7528\u81ea\u5df1\u7684\u575a\u5b88\u548c\u52c7\u6c14\uff0c\u4e3aAI\u7684\u672a\u6765\u63d0\u4f9b\u4e86\u4e00\u79cd\u5b9d\u8d35\u7684\u591a\u5143\u89c6\u89d2\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u76f8\u5173\u53c2\u8003<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u6280\u672f\u6587\u732e<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.themoonlight.io\/zh\/review\/point-jepa-a-joint-embedding-predictive-architecture-for-self-supervised-learning-on-point-cloud\" target=\"_blank\" rel=\"noopener\" title=\"\">JEPA\uff08Joint Embedding Predictive Architecture\uff09\u76f8\u5173\u8bba\u6587<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/downeykking\/graph-papers\/blob\/main\/notes\/barlowtwins.md\" target=\"_blank\" rel=\"noopener\" title=\"\">Barlow Twins\u65b9\u6cd5\u8bba\u6587<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/iclr.cc\/virtual\/2022\/poster\/6481\" target=\"_blank\" rel=\"noopener\" title=\"\">VICReg\uff08Variance-Invariance-Covariance Regularization<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u76f8\u5173\u7814\u7a76\u65b9\u5411<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.geeksforgeeks.org\/machine-learning\/self-supervised-learning-ssl\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u81ea\u76d1\u7763\u5b66\u4e60\uff08Self-Supervised Learning\uff09<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.turingpost.com\/p\/topic-35-what-are-world-models\" target=\"_blank\" rel=\"noopener\" title=\"\">\u4e16\u754c\u6a21\u578b\uff08World Models\uff09<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/journals.plos.org\/complexsystems\/article?id=10.1371\/journal.pcsy.0000076\" target=\"_blank\" rel=\"noopener\" title=\"\u9884\u6d4b\u6027\u7f16\u7801\uff08Predictive Coding\uff09\">\u9884\u6d4b\u6027\u7f16\u7801\uff08Predictive Coding\uff09<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u540c\u884c\u516c\u53f8\/\u9879\u76ee<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/wayve.ai\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Wayve\uff08\u81ea\u52a8\u9a7e\u9a76\u4e16\u754c\u6a21\u578b\uff09<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.sandboxaq.com\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Sandbox AQ\uff08\u5927\u578b\u5b9a\u91cf\u6a21\u578b<\/a>)<\/li>\n\n\n\n<li><a href=\"https:\/\/www.pi.website\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Physical Intelligence<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u5b89\u5168\u8ba8\u8bba<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/vmcl.bnu.edu.cn\/docs\/2024-04\/2ed03433531a48edbdd6ecf51d729fb8.pdf\" target=\"_blank\" rel=\"noopener\" title=\"\">\u76ee\u6807\u9a71\u52a8AI\u67b6\u6784<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/learn.microsoft.com\/zh-tw\/azure\/well-architected\/security\/principles\" target=\"_blank\" rel=\"noopener\" title=\"\">\u5b89\u5168\u7ea6\u675f\u8bbe\u8ba1<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.tc260.org.cn\/upload\/2025-09-15\/1757911253996041369.pdf\" target=\"_blank\" rel=\"noopener\" title=\"\">AI\u6cbb\u7406\u6846\u67b6<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u56fe\u7075\u5956\u5f97\u4e3bYann LeCun\u5728\u8bbf\u8c08\u4e2d\u5bf9\u7845\u8c37AI\u53d1\u5c55\u8def\u5f84\u63d0\u51fa\u98a0\u8986\u6027\u6279\u5224\uff0c\u8ba4\u4e3a\u4f9d\u9760\u6269\u5927\u8bed\u8a00\u6a21\u578b\u89c4\u6a21\u901a\u5f80\u8d85\u7ea7\u667a\u80fd\u662f&#8221;\u5f7b\u5934\u5f7b\u5c3e\u7684\u80e1\u626f&#8221;\u3002\u4ed6\u6307\u51fa\u5927\u8bed\u8a00\u6a21\u578b\u53ea\u662f\u8bb0\u5fc6\u578b\u7cfb\u7edf\uff0c\u65e0\u6cd5\u771f\u6b63\u7406\u89e3\u4e16\u754c\uff0c\u751a\u81f3\u8fbe\u4e0d\u5230&#8221;\u72d7\u6c34\u5e73\u667a\u80fd&#8221;\u3002\u8fd9\u4f4d65\u5c81\u7684AI\u5148\u9a71\u9009\u62e9\u79bb\u5f00Meta\u521b\u529eAMI\u516c\u53f8\uff0c\u62bc\u6ce8\u4e16\u754c\u6a21\u578b\uff08World 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