{"id":23516,"date":"2024-12-16T09:44:57","date_gmt":"2024-12-16T01:44:57","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=23516"},"modified":"2024-12-16T09:44:57","modified_gmt":"2024-12-16T01:44:57","slug":"ilya%e5%ae%a3%e5%88%a4%ef%bc%9a%e9%a2%84%e8%ae%ad%e7%bb%83%e5%8d%b3%e5%b0%86%e7%bb%88%e7%bb%93%ef%bc%81neurips%e7%8e%b0%e5%9c%ba%e6%b2%b8%e8%85%be","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/12\/16\/23516\/","title":{"rendered":"Ilya\u5ba3\u5224\uff1a\u9884\u8bad\u7ec3\u5373\u5c06\u7ec8\u7ed3\uff01NeurIPS\u73b0\u573a\u6cb8\u817e"},"content":{"rendered":"<div><img data-dominant-color=\"0f4879\" data-has-transparency=\"false\" style=\"--dominant-color: #0f4879;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-23518\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/da3aa6c0-6099-4650-88a2-c36f3588b51a-300x167-1.png\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/da3aa6c0-6099-4650-88a2-c36f3588b51a-300x167-1.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/12\/da3aa6c0-6099-4650-88a2-c36f3588b51a-300x167-1-150x84.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">Ilya\u5148\u662f\u7528\u4e00\u5f20\u5341\u5e74\u524d\u7684PPT\u622a\u56fe\u5f00\u542f\u4e86\u8fd9\u6b21\u6f14\u8bb2\uff0c\u90a3\u65f6\u5019\u6df1\u5ea6\u5b66\u4e60\u8fd8\u5904\u4e8e\u63a2\u7d22\u9636\u6bb5\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u7ee7\u674e\u98de\u98de\u3001Bengio\u3001\u4f55\u607a\u660e\u4e4b\u540e\uff0c\u5728\u521a\u521a\u7684<strong>NeurIPS 2024<\/strong>\u4e2d\uff0c<strong>Ilya Sutskever<\/strong>\u6700\u65b0\u6f14\u8bb2\u4e5f\u6765\u4e86\u3002<\/p>\n<p class=\"js_darkmode__2\">\u867d\u7136\u65f6\u957f\u4ec5\u670915\u5206\u949f\u5de6\u53f3\uff0c\u4f46\u5185\u5bb9\u4f9d\u65e7\u770b\u5934\u5341\u8db3\u3002<\/p>\n<p class=\"js_darkmode__3\">\u4f8b\u5982\u8fd9\u4e00\u53e5\uff1a<\/p>\n<blockquote>\n<p class=\"js_darkmode__5\">Pre-training as we know it will end.<br \/>\n<strong>\u6211\u4eec\u6240\u719f\u77e5\u7684\u9884\u8bad\u7ec3\u5373\u5c06\u7ec8\u7ed3\u3002<\/strong><\/p>\n<\/blockquote>\n<p class=\"js_darkmode__6\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202412\/14\/390ec790494422b956e428ae555fc57dc87ee8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__7\">\u800c\u4e4b\u4e8e\u672a\u6765\uff0cIlya\u8fd8\u9884\u6d4b\u9053\uff1a<\/p>\n<blockquote>\n<p class=\"js_darkmode__9\">what comes next is superintelligence: agentic, reasons, understands and is self aware.<br \/>\n<strong>\u63a5\u4e0b\u6765\u5c06\u662f\u8d85\u7ea7\u667a\u80fd\uff1a\u4ee3\u7406\u3001\u63a8\u7406\u3001\u7406\u89e3\u548c\u81ea\u6211\u610f\u8bc6\u3002<\/strong><\/p>\n<\/blockquote>\n<p class=\"js_darkmode__10\">\u90a3\u4e48\u4e3a\u4f55\u4f1a\u6709\u5982\u6b64\uff1f\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b\u5b8c\u6574\u6f14\u8bb2\u3002<\/p>\n<h2>\u56de\u987e\u5341\u5e74\u6280\u672f\u53d1\u5c55<\/h2>\n<p class=\"js_darkmode__12\">Ilya\u5148\u662f\u7528\u4e00\u5f20\u5341\u5e74\u524d\u7684PPT\u622a\u56fe\u5f00\u542f\u4e86\u8fd9\u6b21\u6f14\u8bb2\uff0c\u90a3\u65f6\u5019\u6df1\u5ea6\u5b66\u4e60\u8fd8\u5904\u4e8e\u63a2\u7d22\u9636\u6bb5\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/14\/74c54ec45ba82b08fbb640b66dd602964ce927.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__13\">\u57282014\u5e74\u7684\u8499\u7279\u5229\u5c14\uff0c\u4ed6\u548c\u56e2\u961f\uff08\u8fd8\u6709Oriol Vinyals\u548cQuoc Le\uff09\u9996\u6b21\u63d0\u51fa\u4e86\u5982\u4eca\u6210\u4e3aAI\u9886\u57df\u57fa\u77f3\u7684\u6df1\u5ea6\u5b66\u4e60\u7406\u5ff5\u3002<\/p>\n<p class=\"js_darkmode__14\">Ilya\u5c55\u793a\u4e86\u5f53\u65f6\u7684\u4e00\u5f20PPT\uff0c\u63ed\u793a\u4e86\u4ed6\u548c\u56e2\u961f\u7684\u6838\u5fc3\u5de5\u4f5c\uff1a<strong>\u81ea\u56de\u5f52\u6a21\u578b<\/strong>\u3001<strong>\u5927\u578b\u795e\u7ecf\u7f51\u7edc<\/strong>\u548c<strong>\u5927\u6570\u636e\u96c6<\/strong>\u7684\u7ed3\u5408\u3002<\/p>\n<p class=\"js_darkmode__15\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202412\/14\/5950b19006faaef7e68619894b3145b233ada9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__16\">\u5728\u5341\u5e74\u524d\uff0c\u8fd9\u4e9b\u5143\u7d20\u5e76\u4e0d\u88ab\u5e7f\u6cdb\u770b\u4f5c\u6210\u529f\u7684\u4fdd\u8bc1\uff0c\u800c\u4eca\u5929\uff0c\u5b83\u4eec\u5df2\u7ecf\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u91cd\u8981\u7684\u57fa\u7840\u3002<\/p>\n<p class=\"js_darkmode__17\">\u4f8b\u5982\u5728\u8c08\u5230<strong>\u6df1\u5ea6\u5b66\u4e60\u5047\u8bbe<\/strong>\u65f6\uff0cIlya\u5f3a\u8c03\u4e86\u4e00\u4e2a\u91cd\u8981\u89c2\u70b9\uff1a<\/p>\n<blockquote>\n<p class=\"js_darkmode__19\">\u5982\u679c\u6709\u4e00\u4e2a10\u5c42\u7684\u5927\u578b\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u5c31\u80fd\u5728\u4e00\u79d2\u949f\u5185\u5b8c\u6210\u4eba\u7c7b\u80fd\u505a\u7684\u4efb\u4f55\u4e8b\u60c5\u3002<\/p>\n<\/blockquote>\n<p class=\"js_darkmode__20\">\u4ed6\u89e3\u91ca\u8bf4\uff0c\u6df1\u5ea6\u5b66\u4e60\u7684\u6838\u5fc3\u5047\u8bbe\u662f\u4eba\u5de5\u795e\u7ecf\u5143\u4e0e\u751f\u7269\u795e\u7ecf\u5143\u7684\u76f8\u4f3c\u6027\u3002<\/p>\n<p class=\"js_darkmode__21\">\u57fa\u4e8e\u8fd9\u4e00\u5047\u8bbe\uff0c\u5982\u679c\u4eba\u7c7b\u80fd\u591f\u57280.1\u79d2\u949f\u5185\u5b8c\u6210\u67d0\u9879\u4efb\u52a1\uff0c\u90a3\u4e48\u540c\u6837\u7684\u4efb\u52a1\uff0c\u4e00\u4e2a\u8bad\u7ec3\u826f\u597d\u768410\u5c42\u795e\u7ecf\u7f51\u7edc\u4e5f\u80fd\u5b8c\u6210\u3002<\/p>\n<p class=\"js_darkmode__22\">\u8fd9\u4e00\u5047\u8bbe\u63a8\u52a8\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u7814\u7a76\uff0c\u5e76\u6700\u7ec8\u5b9e\u73b0\u4e86\u5f53\u65f6\u770b\u4f3c\u5927\u80c6\u7684\u76ee\u6807\u3002<\/p>\n<p class=\"js_darkmode__23\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202412\/14\/82d8c7207913513bca0435aa322657bb70f0f7.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__24\">Ilya\u8fd8\u4ecb\u7ecd\u4e86\u81ea\u56de\u5f52\u6a21\u578b\u7684\u6838\u5fc3\u601d\u60f3\uff1a<strong>\u901a\u8fc7\u8bad\u7ec3\u6a21\u578b\u9884\u6d4b\u5e8f\u5217\u4e2d\u7684\u4e0b\u4e00\u4e2atoken\uff0c\u5f53\u6a21\u578b\u9884\u6d4b\u5f97\u8db3\u591f\u51c6\u786e\u65f6\uff0c\u5b83\u5c31\u80fd\u6355\u6349\u5230\u6574\u4e2a\u5e8f\u5217\u7684\u6b63\u786e\u5206\u5e03\u3002<\/strong><\/p>\n<p class=\"js_darkmode__25\">\u8fd9\u4e00\u601d\u60f3\u4e3a\u540e\u6765\u7684\u8bed\u8a00\u6a21\u578b\u5960\u5b9a\u4e86\u57fa\u7840\uff0c\u7279\u522b\u662f\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u5e94\u7528\u3002<\/p>\n<p class=\"js_darkmode__26\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202412\/14\/47433523264fa1ba1f380743bf5ccddf4aad94.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__27\">\u5f53\u7136\u9664\u4e86\u201c\u62bc\u5bf9\u5b9d\u201d\u7684\u6280\u672f\u4e4b\u5916\uff0c\u4e5f\u6709\u201c\u62bc\u9519\u201d\u7684\u3002<\/p>\n<p class=\"js_darkmode__28\">LSTM\uff08\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff09\u5c31\u662f\u5176\u4e2d\u4e4b\u4e00\u3002<\/p>\n<p class=\"js_darkmode__29\">Ilya\u63d0\u5230LSTM\u662f\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u8005\u5728Transformer\u4e4b\u524d\u7684\u4e3b\u8981\u6280\u672f\u4e4b\u4e00\u3002<\/p>\n<p class=\"js_darkmode__30\">\u5c3d\u7ba1LSTM\u5728\u5f53\u65f6\u4e3a\u795e\u7ecf\u7f51\u7edc\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u4f46\u5b83\u7684\u590d\u6742\u6027\u548c\u5c40\u9650\u6027\u4e5f\u663e\u800c\u6613\u89c1\u3002<\/p>\n<p class=\"js_darkmode__31\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202412\/14\/f63d89e31ffbf34a7a0587bfcb67116a842693.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__32\">\u53e6\u4e00\u4e2a\u4fbf\u662f\u5e76\u884c\u5316\uff08parallelization\uff09\u3002<\/p>\n<p class=\"js_darkmode__33\">\u5c3d\u7ba1\u73b0\u5728\u6211\u4eec\u77e5\u9053pipeline\u5e76\u4e0d\u662f\u4e00\u4e2a\u597d\u4e3b\u610f\uff0c\u4f46\u5f53\u65f6\u4ed6\u4eec\u901a\u8fc7\u5728\u6bcf\u4e2aGPU\u4e0a\u8fd0\u884c\u4e00\u5c42\u7f51\u7edc\uff0c\u5b9e\u73b0\u4e863.5\u500d\u7684\u901f\u5ea6\u63d0\u5347\u3002<\/p>\n<p class=\"js_darkmode__34\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202412\/14\/36da9e633ea1fc907c9331bd3efb9e682423bf.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__35\">Ilya\u8ba4\u4e3a\uff0c<strong>\u89c4\u6a21\u5047\u8bbe<\/strong>\uff08scaling hypothesis\uff09\u662f\u6df1\u5ea6\u5b66\u4e60\u6210\u529f\u7684\u5173\u952e\u3002<\/p>\n<p class=\"js_darkmode__36\">\u8fd9\u4e00\u5047\u8bbe\u8868\u660e\uff0c<strong>\u5982\u679c\u4f60\u6709\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u6570\u636e\u96c6\uff0c\u5e76\u8bad\u7ec3\u4e00\u4e2a\u8db3\u591f\u5927\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u90a3\u4e48\u6210\u529f\u51e0\u4e4e\u662f\u53ef\u4ee5\u9884\u89c1\u7684\u3002<\/strong><\/p>\n<p class=\"js_darkmode__37\">\u8fd9\u4e2a\u89c2\u70b9\u5df2\u7ecf\u6210\u4e3a\u4eca\u5929\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u6838\u5fc3\u6cd5\u5219\u3002<\/p>\n<p class=\"js_darkmode__38\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202412\/14\/289e411328700fe8b901711d059f0819ae8284.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__39\">Ilya\u8fdb\u4e00\u6b65\u9610\u8ff0\u4e86\u8fde\u63a5\u4e3b\u4e49\u7684\u601d\u60f3\uff0c\u8ba4\u4e3a\u4eba\u5de5\u795e\u7ecf\u5143\u4e0e\u751f\u7269\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u7ed9\u4e86\u6211\u4eec\u4fe1\u5fc3\uff0c\u8ba4\u4e3a\u5373\u4f7f\u4e0d\u5b8c\u5168\u6a21\u4eff\u4eba\u8111\u7684\u7ed3\u6784\uff0c\u5de8\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u4e5f\u80fd\u5b8c\u6210\u4e0e\u4eba\u7c7b\u76f8\u4f3c\u7684\u4efb\u52a1\u3002<\/p>\n<p class=\"js_darkmode__40\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202412\/14\/8906ebe106e5a57a5c7466f11b347dac385cd6.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h2>\u9884\u8bad\u7ec3\u65f6\u4ee3\u5373\u5c06\u7ed3\u675f<\/h2>\n<p class=\"js_darkmode__42\">\u57fa\u4e8e\u4e0a\u8ff0\u6280\u672f\u7684\u53d1\u5c55\uff0c\u4e5f\u8ba9\u6211\u4eec\u8fce\u6765\u4e86\u9884\u8bad\u7ec3\u7684\u65f6\u4ee3\u3002<\/p>\n<p class=\"js_darkmode__43\">\u9884\u8bad\u7ec3\u662f\u63a8\u52a8\u6240\u6709\u8fdb\u6b65\u7684\u52a8\u529b\uff0c\u5305\u62ec\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u548c\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002<\/p>\n<p class=\"js_darkmode__44\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202412\/14\/74bf15d25d28bf6d7930874bcaff6c9bb32f8b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__45\">\u4f46Ilya\u63a5\u4e0b\u6765\u9884\u6d4b\u8bf4\uff1a<\/p>\n<blockquote>\n<p class=\"js_darkmode__47\">\u867d\u7136\u8ba1\u7b97\u80fd\u529b\u5728\u4e0d\u65ad\u589e\u957f\uff0c\u786c\u4ef6\u548c\u7b97\u6cd5\u7684\u8fdb\u6b65\u4f7f\u5f97\u795e\u7ecf\u7f51\u7edc\u7684\u8bad\u7ec3\u6548\u7387\u5f97\u5230\u4e86\u63d0\u5347\uff0c\u4f46\u6570\u636e\u7684\u589e\u957f\u5374\u5df2\u63a5\u8fd1\u74f6\u9888\u3002<\/p>\n<\/blockquote>\n<p 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