{"id":1267,"date":"2026-01-12T10:00:00","date_gmt":"2026-01-12T02:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=1267"},"modified":"2026-01-09T20:22:51","modified_gmt":"2026-01-09T12:22:51","slug":"transformer%e5%b7%b2%e6%ad%bb%ef%bc%9fdeepmind%e6%ad%a3%e5%9c%a8%e6%8a%bc%e6%b3%a8%e5%8f%a6%e4%b8%80%e6%9d%a1agi%e8%b7%af%e7%ba%bf","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2026\/01\/12\/1267\/","title":{"rendered":"Transformer\u5df2\u6b7b\uff1fDeepMind\u6b63\u5728\u62bc\u6ce8\u53e6\u4e00\u6761AGI\u8def\u7ebf"},"content":{"rendered":"\n<p>\u5d4c\u5957\u5b66\u4e60\u7a81\u7834AI\u6301\u7eed\u5b66\u4e60\u74f6\u9888\uff0c\u6216\u5f00\u542fAGI\u65b0\u65f6\u4ee3\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u501f\u9274\u4eba\u7c7b\u8054\u60f3\u8bb0\u5fc6\uff0c\u5d4c\u5957\u5b66\u4e60\u8ba9AI\u5728\u8fd0\u884c\u4e2d\u6784\u5efa\u62bd\u8c61\u7ed3\u6784\uff0c\u8d85\u8d8aTransformer\u7684\u5c40\u9650\u3002\u8c37\u6b4c\u56e2\u961f\u5f3a\u8c03\uff1a\u4f18\u5316\u5668\u4e0e\u67b6\u6784\u4e92\u4e3a\u4e0a\u4e0b\u6587\uff0c\u534f\u540c\u8fdb\u5316\u624d\u80fd\u5b9e\u73b0\u771f\u6b63\u6301\u7eed\u5b66\u4e60\u3002\u8fd9\u7bc7\u8bba\u6587\u6216\u6210\u7ecf\u5178\uff0c\u5f00\u542fAI\u4ece\u88ab\u52a8\u8bad\u7ec3\u5230\u4e3b\u52a8\u8fdb\u5316\u7684\u5927\u95e8\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u300c\u707e\u96be\u6027\u9057\u5fd8\u300d\uff0c\u4e00\u4e2a\u56f0\u6270\u4e86AI\u754c\u51e0\u5341\u5e74\u7684\u5e7d\u7075\uff0c\u8fd9\u4e00\u6b21\u6216\u8bb8\u88ab\u5f7b\u5e95\u89e3\u51b3\u4e86\u3002<\/p>\n\n\n\n<p>\u8fc7\u53bb\u4e00\u5e74\uff0cAI\u7a81\u98de\u731b\u8fdb\uff0c\u7edd\u975e\u5938\u5f20\u7684\u4fee\u8f9e\uff0c\u4ec5\u8c37\u6b4cDeepMind\u4e00\u5e74\u7684\u6210\u5c31\uff0c\u5c31\u8ba9\u4eba\u773c\u82b1\u7f2d\u4e71\uff1a<\/p>\n\n\n\n<p>\u4f46\u5982\u679cDeepMind\u8981\u90092025\u5e74\u6700\u91cd\u8981\u7684\u7814\u7a76\u6216\u4ea7\u54c1\uff0c\u90a3\u6700\u8fd1\u706b\u7206\u7684\u5d4c\u5957\u5b66\u4e60\u300cNested Learning\u300d\u5fc5\u6709\u4e00\u5e2d\u4e4b\u5730\u3002<\/p>\n\n\n\n<p>\u6709\u7f51\u53cb\u8bfb\u8fc7\u8bba\u6587\u4e4b\u540e\uff0c\u53d1\u5e16\u8868\u793a\uff0c\u8fd9\u7bc7\u8bba\u6587\u5c31\u662f\u300aAttention is All you Need\u300b\u7684\u300c\u7eed\u96c6\u300d\u3002<\/p>\n\n\n\n<p>\u5982\u679cTransformer\u5f00\u542f\u4e86Scaling\u65f6\u4ee3\uff0c\u90a3\u4e48\u5d4c\u5957\u5b66\u4e60\uff0c\u53ef\u80fd\u6b63\u5728\u5f00\u542f\u771f\u6b63\u7684AGI\u65f6\u4ee3\u3002<\/p>\n\n\n\n<p>DeepMind\u521b\u59cb\u4ebaShane Legg\u66f4\u76f4\u63a5\uff0cAGI\u4e00\u8def\u5766\u9014\uff0c\u6700\u65b0\u8fdb\u5c55\u5c31\u662f\u5d4c\u5957\u5b66\u4e60\u3002<\/p>\n\n\n\n<p>\u751a\u81f3\u6709\u7f51\u53cb\u8868\u793a\uff0c\u5982\u679c\u8981\u7ed9\u672a\u6765\u7684\u5916\u661f\u4eba\u7559\u4e00\u7bc7\u8bba\u6587\uff0c\u5fc5\u7136\u662f\u8fd9\u7bc7\u300a\u5d4c\u5957\u5b66\u4e60\u300b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_3443c609716c42a5a2445a932f8e6a83@1743780481_oswg357756oswg1080oswg878_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_a4d5ef12965e4c3a879f35e721e27e65@1743780481_oswg479487oswg1080oswg1002_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_a27058030d1c44f3b2ebc3b60bf2b60c@1743780481_oswg398355oswg1080oswg1148_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_93526192f37d4d5dbee663cba1c9c33b@1743780481_oswg274035oswg1080oswg785_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5982\u679c\u5b9e\u73b0AGI\u9700\u89812-3\u9879\u7a81\u7834\uff0c\u6301\u7eed\u5b66\u4e60\u53ef\u80fd\u5c31\u662f\u5176\u4e2d\u4e4b\u4e00\uff0c\u800c\u8c37\u6b4c\u5df2\u53d1\u8868\u4e86\u591a\u7bc7\u76f8\u5173\u8bba\u6587\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_485278ca2bd54243bccb69f96196f6f3@1743780481_oswg272581oswg1080oswg562_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u7136\u800c\uff0c\u8fd9\u4e9b\u8bba\u6587\u6709\u4e00\u4e2a\u5171\u540c\u7684\u4f5c\u8005\u2500\u2500<\/p>\n\n\n\n<p>\u5eb7\u5948\u5c14\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u4e8c\u5e74\u7ea7\u535a\u58eb\u751f\u3001\u8c37\u6b4c\u7814\u7a76\u9662\uff08\u7ebd\u7ea6\uff09\u7814\u7a76\u5b9e\u4e60\u751fAli Behrouz\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_5212dd635f3d4c768b38a073f2736913@1743780481_oswg399042oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Transformer\u7684\u8bb0\u5fc6\u4e4b\u6b87<\/strong><\/h2>\n\n\n\n<p>\u5728\u591a\u65b9\u9762\uff0cTransformer\u8868\u73b0\u51fa\u8272\uff0c\u80fd\u591fScaling\u3001\u63a8\u52a8AI\u8de8\u8d8a\uff0c\u80fd\u5b9e\u73b0\u8de8\u4efb\u52a1\u3001\u8de8\u9886\u57df\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u4f46\u8c37\u6b4c\u5f88\u65e9\u5c31\u610f\u8bc6\u5230\u4e00\u4ef6\u4e8b\uff1a<strong>Transformer\u5e76\u4e0d\u5b8c\u7f8e\u3002<\/strong><\/p>\n\n\n\n<p>1.&nbsp;\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u6548\u7387\u4f4e<\/p>\n\n\n\n<p>2. \u62bd\u8c61\u77e5\u8bc6\u5c42\u7ea7\u6709\u9650<\/p>\n\n\n\n<p>3. \u9002\u5e94\u6027\u5f31<\/p>\n\n\n\n<p>4. 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Learning\uff09\uff0c\u6211\u4eec\u6307\u7684\u662f\uff1a<\/p>\n\n\n\n<p>\u6ca1\u6709\u8bad\u7ec3\u671f\uff0c\u4e5f\u6ca1\u6709\u6d4b\u8bd5\u671f\uff1b<\/p>\n\n\n\n<p>\u6a21\u578b\u5728\u4f7f\u7528\u8fc7\u7a0b\u4e2d\uff0c\u6301\u7eed\u5851\u9020\u65b0\u7684\u8bb0\u5fc6\u548c\u62bd\u8c61\u7ed3\u6784\u3002<\/p>\n\n\n\n<p>\u4eba\u7c7b\u5929\u751f\u5982\u6b64\u3002<\/p>\n\n\n\n<p><strong>\u4f46\u5bf9\u4eca\u5929\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8bf4\uff0c\u51e0\u4e4e\u4e0d\u5b58\u5728\u4efb\u4f55\u300c\u6301\u7eed\u5b66\u4e60\u300d\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bf4\u660e\u95ee\u9898\u6709\u591a\u672c\u8d28\uff0cAli\u7528\u4e86\u4e00\u4e2a\u533b\u5b66\u4e0a\u7684\u7c7b\u6bd4\uff1a<strong>\u987a\u884c\u6027\u9057\u5fd8\u75c7\uff08Anterograde Amnesia\uff09\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u79cd\u75c5\u7684\u60a3\u8005\u6709\u4e00\u4e2a\u975e\u5e38\u8be1\u5f02\u7684\u7279\u5f81\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ed6\u4eec\u7684<strong>\u77ed\u671f\u8bb0\u5fc6\u662f\u6b63\u5e38\u7684<\/strong><\/li>\n\n\n\n<li>\u4ed6\u4eec\u7684<strong>\u957f\u671f\u8bb0\u5fc6\u4e5f\u8fd8\u5728<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u4f46\u95ee\u9898\u5728\u4e8e\uff1a \ud83d\udc49<strong>\u77ed\u671f\u8bb0\u5fc6\uff0c\u65e0\u6cd5\u8f6c\u79fb\u4e3a\u957f\u671f\u8bb0\u5fc6\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_afa42d3d2eb6489fbd148091acdc341c@1743780481_oswg75337oswg674oswg283_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e8e\u662f\uff0c\u4ed6\u4eec\u6c38\u8fdc\u6d3b\u5728\u300c\u73b0\u5728\u300d\u3002<\/p>\n\n\n\n<p>\u65b0\u7684\u7ecf\u5386\u8fdb\u6765\uff0c\u8fc7\u4e00\u4f1a\u513f\u5c31\u6d88\u5931\uff1b 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class=\"wp-block-heading\"><strong>\u4e00\u5207AI\u7686\u662f\u300c\u8054\u60f3\u8bb0\u5fc6\u300d<\/strong><\/h2>\n\n\n\n<p>\u5982\u679c\u60f3\u8ba9AI\u771f\u6b63\u5177\u5907\u6301\u7eed\u5b66\u4e60\u80fd\u529b\uff0c\u90a3\u4f60\u7ed5\u4e0d\u5f00\u4e00\u4e2a\u6700\u5e95\u5c42\u7684\u95ee\u9898\uff1a<\/p>\n\n\n\n<p><strong>\u6a21\u578b\u5230\u5e95\u662f\u300c\u600e\u4e48\u8bb0\u4f4f\u4e1c\u897f\u7684\u300d\uff1f<\/strong><\/p>\n\n\n\n<p>Ali\u7ed9\u51fa\u7684\u7b54\u6848\uff0c\u4e0d\u662fTransformer\uff0c\u4e0d\u662f\u53c2\u6570\u91cf\uff0c\u800c\u662f\u4e00\u4e2a\u66f4\u539f\u59cb\u3001\u66f4\u6839\u672c\u7684\u6982\u5ff5\uff1a<strong>\u8054\u60f3\u8bb0\u5fc6\uff08Associative Memory\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u6240\u8c13\u300c\u8054\u60f3\u8bb0\u5fc6\u300d\uff0c\u662f\u4eba\u7c7b\u5b66\u4e60\u673a\u5236\u7684\u57fa\u77f3\u3002<\/p>\n\n\n\n<p>\u5b83\u7684\u672c\u8d28\uff0c\u662f\u901a\u8fc7\u7ecf\u9a8c\u5c06\u4e0d\u540c\u7684\u4e8b\u4ef6\u6216\u4fe1\u606f\u76f8\u4e92\u5173\u8054\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\uff0c\u4f60\u770b\u5230\u4e00\u5f20\u8138\uff0c\u9a6c\u4e0a\u60f3\u8d77\u4e00\u4e2a\u540d\u5b57\uff1b\u4f60\u95fb\u5230\u67d0\u4e2a\u5473\u9053\uff0c\u5524\u8d77\u4e00\u6bb5\u8bb0\u5fc6\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e0d\u662f\u903b\u8f91\u63a8\u7406\uff0c\u800c\u662f<strong>\u5173\u8054\u7684\u5efa\u7acb<\/strong>\u3002<\/p>\n\n\n\n<p>\u6280\u672f\u4e0a\uff0c\u8054\u60f3\u8bb0\u5fc6\u5c31\u662f\u952e\u503c\u5bf9\u6620\u5c04\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Key\uff1a\u7ebf\u7d22<\/li>\n\n\n\n<li>Value\uff1a\u4e0e\u4e4b\u5173\u8054\u7684\u5185\u5bb9<\/li>\n<\/ul>\n\n\n\n<p>\u4f46\u5173\u952e\u5728\u4e8e\uff0c\u8054\u60f3\u8bb0\u5fc6\u7684<strong>\u6620\u5c04\u5173\u7cfb\u4e0d\u662f\u9884\u5148\u5199\u6b7b\u7684\uff0c\u800c\u662f\u300c\u5b66\u51fa\u6765\u7684\u300d\u3002<\/strong><\/p>\n\n\n\n<p>\u4ece\u67d0\u79cd\u89d2\u5ea6\u6765\u770b\uff0c<strong>\u6ce8\u610f\u529b\u673a\u5236\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u79cd\u8054\u60f3\u8bb0\u5fc6\u7cfb\u7edf\uff1a<\/strong>\u5b83\u5b66\u4e60\u5982\u4f55\u4ece\u5f53\u524d\u4e0a\u4e0b\u6587\u4e2d\u63d0\u53d6key\uff0c\u5e76\u5c06\u5176\u6620\u5c04\u5230\u6700\u5408\u9002\u7684value\uff0c\u4ece\u800c\u4ea7\u751f\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u6211\u4eec\u4e0d\u4ec5\u4f18\u5316\u8fd9\u79cd\u6620\u5c04\u672c\u8eab\uff0c\u8fd8\u8ba9\u7cfb\u7edf\u53bb<strong>\u5143\u5b66\u4e60\uff08meta-learn\uff09\u8fd9\u79cd\u6620\u5c04\u8fc7\u7a0b\u7684\u521d\u59cb\u72b6\u6001<\/strong>\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p>\u57fa\u4e8e\u5bf9\u8054\u60f3\u8bb0\u5fc6\u7684\u7406\u89e3\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u901a\u7528\u6846\u67b6\uff0c\u540d\u4e3aMIRAS\uff0c\u7528\u4e8e\u7cfb\u7edf\u5316\u5730\u8bbe\u8ba1AI\u6a21\u578b\u4e2d\u7684\u8bb0\u5fc6\u6a21\u5757\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u6846\u67b6\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a<\/p>\n\n\n\n<p>\u51e0\u4e4e\u6240\u6709\u6ce8\u610f\u529b\u673a\u5236\u3001\u672c\u5730\u8bb0\u5fc6\u7ed3\u6784\uff0c\u4e43\u81f3\u4f18\u5316\u5668\u672c\u8eab\uff0c\u5176\u5b9e\u90fd\u53ef\u4ee5\u89c6\u4e3a\u8054\u60f3\u8bb0\u5fc6\u7684\u7279\u4f8b\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8bbe\u8ba1\u4e00\u5957\u300c\u53ef\u5b66\u4e60\u7684\u3001\u5d4c\u5957\u5f0f\u7684\u8bb0\u5fc6\u7cfb\u7edf\u300d\uff0c\u6211\u4eec\u9700\u8981\u5bf9\u6a21\u578b\u4e2d\u7684\u8bb0\u5fc6\u7ed3\u6784\u505a\u51fa\u56db\u5927\u8bbe\u8ba1\u51b3\u7b56\uff1a<\/p>\n\n\n\n<p><strong>\u8bb0\u5fc6\u67b6\u6784\uff08Memory Architecture\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u6ce8\u610f\u529b\u504f\u7f6e\/\u76ee\u6807\u51fd\u6570\uff08Attentional Bias\/Objective\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u4fdd\u7559\u673a\u5236\uff08Retention Gate\uff09<\/strong><\/p>\n\n\n\n<p><strong>\u5b66\u4e60\u89c4\u5219\uff08Learning Rule\uff09<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_75c7d0d9241c4ba5a185e739bad89b3d@1743780481_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u8fd9\u4e2a\u6846\u67b6\u53ef\u4ee5\u7528\u6765\u7edf\u4e00\u89e3\u91ca\u8bb8\u591a\u5df2\u6709\u7684\u6ce8\u610f\u529b\u673a\u5236\u4e0e\u4f18\u5316\u5668\u3002<\/strong><\/p>\n\n\n\n<p>\u7b80\u5355\u6765\u8bf4\uff1aMIRAS<strong>\u8ba9\u6211\u4eec\u80fd\u591f\u628a\u300c\u8bb0\u5fc6\u300d\u4f5c\u4e3a\u4e00\u79cd\u5b66\u4e60\u8fc7\u7a0b\u8fdb\u884c\u5efa\u6a21\u3001\u7ec4\u5408\u4e0e\u4f18\u5316<\/strong>\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u9759\u6001\u6a21\u5757\u3002<\/p>\n\n\n\n<p>\u66f4\u8fdb\u4e00\u6b65\uff0c\u4f18\u5316\u5668\u4e5f\u53ef\u4ee5\u88ab\u7edf\u4e00\u89c6\u4e3a\u300c\u5c06\u5f53\u524d\u68af\u5ea6\u6620\u5c04\u5230\u5386\u53f2\u4fe1\u606f\u300d\u7684\u8054\u60f3\u8fc7\u7a0b\uff0c\u5c31\u53ef\u4ee5\u5bf9\u5b83\u4eec\u8fdb\u884c\u91cd\u65b0\u5efa\u6a21\u4e0e\u63a8\u5e7f\u3002<\/p>\n\n\n\n<p><strong>\u4f18\u5316\u5668\u5c31\u662f\u4e00\u79cd\u300c\u8bb0\u5fc6\u6a21\u5757\u300d\uff0c\u662f\u6a21\u578b\u7406\u89e3\u5176\u5b66\u4e60\u5386\u53f2\u3001\u8fdb\u800c\u505a\u51fa\u66f4\u4f18\u51b3\u7b56\u7684\u5173\u952e\u7ec4\u4ef6\u3002<\/strong><\/p>\n\n\n\n<p>\u4f18\u5316\u8fc7\u7a0b\u4e0e\u5b66\u4e60\u7b97\u6cd5\/\u67b6\u6784\u672c\u8d28\u4e0a\u662f\u76f8\u540c\u7684\u6982\u5ff5\uff0c\u53ea\u662f\u5904\u4e8e\u7cfb\u7edf\u4e0d\u540c\u5c42\u7ea7\u4e2d\u5177\u6709\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\uff08\u5373\u68af\u5ea6\u4e0e\u6570\u636e\uff09\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5b83\u4eec\u662f\u4e24\u4e2a\u76f8\u4e92\u8fde\u63a5\u7684\u7ec4\u4ef6\uff0c\u5176\u4e2d\u5b66\u4e60\u7b97\u6cd5\/\u67b6\u6784\u4e3a\u4f18\u5316\u5668\u751f\u6210\u4e0a\u4e0b\u6587\uff08\u5373\u68af\u5ea6\uff09\u3002\u8fd9\u652f\u6301\u4e3a\u7279\u5b9a\u67b6\u6784\u8bbe\u8ba1\u4e13\u5c5e\u4f18\u5316\u5668\u7684\u7406\u5ff5\u3002<\/p>\n\n\n\n<p>\u7531\u6b64\uff0c\u8c37\u6b4c\u7684\u56e2\u961f\u63a2\u8ba8\u4e86\u4e0d\u540c\u5c42\u7ea7\u4e4b\u95f4\u7684\u77e5\u8bc6\u4f20\u9012\u65b9\u5f0f\uff0c\u63d0\u51fa\u4e86\u5d4c\u5957\u5b66\u4e60\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5d4c\u5957\u5b66\u4e60\u4e13\u6cbbLLM\u5931\u5fc6\u75c7<\/strong><\/h2>\n\n\n\n<p>\u57fa\u4e8eNL\u7684\u89c2\u70b9\uff0c\u8c37\u6b4c\u56e2\u961f\u4f7f\u7528\u53cd\u5411\u4f20\u64ad\u548c\u68af\u5ea6\u4e0b\u964d\u8bad\u7ec3\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u538b\u7f29\u4e0e\u4f18\u5316\u95ee\u9898\uff0c\u5176\u76ee\u6807\u662f\u8bad\u7ec3\u4e00\u79cd\u8054\u60f3\u8bb0\u5fc6\uff08associative memory\uff09\uff0c\u4ee5\u5c06\u5404\u5c42\u7684\u8f93\u5165\u6620\u5c04\u5230\u5176\u9884\u6d4b\u4e2d\u5bf9\u5e94\u7684\u5c40\u90e8\u8bef\u5dee\u3002<\/p>\n\n\n\n<p>\u76f8\u5e94\u5730\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u9884\u8bad\u7ec3\u662f\u4e00\u79cd\u4e0a\u4e0b\u6587\u5185\u5b66\u4e60\u5f62\u5f0f\uff0c\u5176\u4e2d\u4e0a\u4e0b\u6587\u662f\u5168\u90e8\u9884\u8bad\u7ec3\u6570\u636e\uff0c\u800c\u5404\u7f51\u7edc\u5c42\u5219\u5c06\u8be5\u4e0a\u4e0b\u6587\u538b\u7f29\u8fdb\u5176\u53c2\u6570\u4e4b\u4e2d\u3002\u800c\u5176\u4ed6\u6d41\u884c\u7684\u57fa\u4e8e\u68af\u5ea6\u7684\u4f18\u5316\u5668\uff0c\u672c\u8d28\u4e0a\u4e5f\u662f\u65e8\u5728\u5c06\u68af\u5ea6\u538b\u7f29\u8fdb\u5176\u53c2\u6570\u4e2d\u7684\u8054\u60f3\u8bb0\u5fc6\u3002<\/p>\n\n\n\n<p><strong>\u4f18\u5316\u5668\u4e0e\u67b6\u6784\u5e76\u4e0d\u662f\u5f7c\u6b64\u72ec\u7acb\u7684\uff0c\u5b83\u4eec\u5e94\u8be5\u4e92\u4e3a\u4e0a\u4e0b\u6587\u3001\u534f\u540c\u8fdb\u5316\u3002<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u6b63\u5f0f\u5b9a\u4e49<strong>Nested Learning\uff08\u5d4c\u5957\u5b66\u4e60\uff09<\/strong>\u6846\u67b6\uff0c\u9700\u8981\u4e86\u89e3\u4e24\u4e2a\u6838\u5fc3\u6982\u5ff5\uff1a<strong>\u66f4\u65b0\u9891\u7387\uff08Update Frequency\uff09<\/strong>\u4e0e<strong>\u5d4c\u5957\u7cfb\u7edf\uff08Nested System\uff09<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u66f4\u65b0\u9891\u7387<\/strong><\/p>\n\n\n\n<p>\u9996\u5148\u8bbe\u5b9a\u4e00\u4e2a\u65f6\u95f4\u5355\u4f4d\uff0c\u901a\u5e38\u53d6\u7cfb\u7edf\u4e2d<strong>\u66f4\u65b0\u6700\u6162\u7684\u6a21\u5757\u7684\u4e00\u6b21\u66f4\u65b0<\/strong>\u4f5c\u4e3a\u57fa\u672c\u65f6\u95f4\u5355\u4f4d\u3002<\/p>\n\n\n\n<p>\u7136\u540e\uff0c\u5bf9\u4e8e\u7cfb\u7edf\u4e2d\u5176\u4ed6\u7ec4\u4ef6\uff0c\u6211\u4eec\u7edf\u8ba1\u5b83\u4eec\u5728\u4e00\u4e2a\u65f6\u95f4\u5355\u4f4d\u5185\u66f4\u65b0\u4e86\u591a\u5c11\u6b21\uff0c\u5c31\u5f97\u5230\u4e86\u5b83\u4eec\u7684\u300c\u66f4\u65b0\u9891\u7387\u300d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_413209c3c4974f1392e3544be0d7ee3d@1743780481_oswg295518oswg1080oswg496_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<p>\u5047\u8bbe\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a(L)\uff0c\u90a3\u4e48\u5728\u5904\u7406\u4e00\u6bb5\u957f\u5ea6\u4e3a(L)\u7684\u6587\u672c\u65f6\uff0cRNN\u7684\u72b6\u6001\u4f1a\u66f4\u65b0(L)\u6b21\uff1b<\/p>\n\n\n\n<p>\u800c\u5982\u679c\u5916\u5c42\u662f\u4e00\u4e2a\u53ea\u5728\u6bcf\u4e2a\u6587\u6863\u7ea7\u522b\u4e0a\u66f4\u65b0\u7684\u6a21\u5757\uff08\u5982\u9884\u8bad\u7ec3\u6a21\u578b\uff09\uff0c\u90a3\u4e48\u5b83\u7684\u66f4\u65b0\u9891\u7387\u5c31\u662f1\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u8bf4\uff1a<strong>RNN\u662f\u300c\u5feb\u6a21\u5757\u300d\uff0c\u9884\u8bad\u7ec3\u6a21\u578b\u662f\u300c\u6162\u6a21\u5757\u300d\u3002<\/strong><\/p>\n\n\n\n<p>\u901a\u8fc7\u8fd9\u79cd\u4e0d\u540c\u9891\u7387\u7684\u7ec4\u5408\uff0c\u6211\u4eec\u5c31\u80fd\u6784\u5efa\u51fa\u4e00\u4e2a\u5728\u4e0d\u540c\u65f6\u95f4\u5c3a\u5ea6\u4e0a\u90fd\u80fd\u5b66\u4e60\u7684\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u5d4c\u5957\u7cfb\u7edf\uff08Nested System\uff09<\/strong><\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5b9a\u4e49\u4ec0\u4e48\u662f\u4e00\u4e2a\u300c\u5d4c\u5957\u7cfb\u7edf\u300d\u3002<\/p>\n\n\n\n<p>\u5b83\u7531\u591a\u4e2a<strong>\u72ec\u7acb\u7684\u5b50\u6a21\u5757\u7ec4\u6210<\/strong>\uff0c\u6bcf\u4e2a\u6a21\u5757\u90fd\u6709\uff1a<\/p>\n\n\n\n<p>\u81ea\u5df1\u7684\u53c2\u6570\uff08Parameter\uff09\uff1b<\/p>\n\n\n\n<p>\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\uff08Context\uff09\uff1b<\/p>\n\n\n\n<p>\u81ea\u5df1\u7684\u4f18\u5316\u76ee\u6807\uff08Objective\uff09\uff1b<\/p>\n\n\n\n<p>\u81ea\u5df1\u7684\u68af\u5ea6\u6d41\uff08Gradient Flow\uff09\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u6a21\u5757\u4e4b\u95f4\u4ee5\u300c\u66f4\u65b0\u9891\u7387\u300d\u7684\u5feb\u6162\u5f62\u6210\u5d4c\u5957\u5173\u7cfb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_bbb0cc99cf7e4c7986d6db886b592dd3@1743780481_oswg402246oswg1080oswg565_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5982\u679c\u6211\u4eec\u628a\u6bcf\u4e2a\u5b50\u6a21\u5757\u90fd\u89c6\u4e3a\u4e00\u4e2a\u8054\u60f3\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u90a3\u4e48\u6574\u4e2a\u6a21\u578b\u5c31\u53ef\u4ee5\u770b\u4f5c\u662f\u4e00\u4e2a<strong>\u5d4c\u5957\u7684\u8054\u60f3\u8bb0\u5fc6\u7cfb\u7edf\uff08Nested Associative Memory System\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u66f4\u8fdb\u4e00\u6b65\uff0c\u6bcf\u4e00\u4e2a\u8fd9\u6837\u7684\u8054\u60f3\u7cfb\u7edf\uff0c\u672c\u8eab\u53c8\u53ef\u4ee5\u7531\u66f4\u5c0f\u7684\u4f18\u5316\u5b50\u8fc7\u7a0b\u6784\u6210\uff0c\u4ece\u800c\u5f62\u6210\u9012\u5f52\u5d4c\u5957\u3002<\/p>\n\n\n\n<p>\u5f53\u6784\u5efa\u4e86\u4e00\u4e2a\u7531\u591a\u4e2a\u5c42\u7ea7\u7ec4\u6210\u7684\u5d4c\u5957\u7cfb\u7edf\u4e4b\u540e\uff0c\u6700\u5173\u952e\u7684\u95ee\u9898\u5c31\u6765\u4e86\uff1a<\/p>\n\n\n\n<p><strong>\u4e0d\u540c\u5c42\u4e4b\u95f4\u7684\u77e5\u8bc6\u8981\u5982\u4f55\u4f20\u9012\uff1f<\/strong><\/p>\n\n\n\n<p>\u77e5\u8bc6\u8f6c\u79fb\u65b9\u5f0f\u6709\u4ee5\u4e0b\u51e0\u79cd\uff0c\u8fd9\u4e9b\u673a\u5236\u6784\u6210\u4e86Nested Learning\u67b6\u6784\u4e2d\u300c\u4fe1\u606f\u6d41\u52a8\u300d\u7684\u57fa\u7840\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76f4\u63a5\u6761\u4ef6\u4f20\u9012\uff08Direct 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alt=\"\"\/><\/figure>\n\n\n\n<p>\u7406\u8bba\u56fa\u7136\u91cd\u8981\uff0c\u4f46\u6700\u7ec8\u8fd8\u662f\u8981\u770b\u8fd9\u4e9b\u8bbe\u8ba1\u80fd\u5426\u5728\u771f\u5b9e\u4efb\u52a1\u4e2d\u5e26\u6765\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u7ed3\u5408\u81ea\u6211\u4fee\u6539\uff08Self-Modifying\uff09\u4e0e\u8fde\u7eed\u8bb0\u5fc6\u7cfb\u7edf\uff08Continuum Memory System\uff09\uff0c\u8c37\u6b4c\u63d0\u51fa\u4e86\u5d4c\u5957\u5b66\u4e60\u8303\u5f0f\u4e0b\u7684HOPE\u67b6\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_d97682a7efde4020a1818e3d92d593d2@1743780481_oswg209453oswg1080oswg436_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4ed6\u4eec\u5c06Nested 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class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_1dad984c6fbf41d38c6d38866fe404fc@1743780481_oswg434599oswg1080oswg899_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_7463b4ef723a43c9835067112a4512ee@1743780481_oswg231818oswg1080oswg414_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_c29251a40d4c405eb3c49d1562b2cd1f@1743780481_oswg149914oswg1080oswg349_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_9e769115b20c424aa0e3650cf86f5561@1743780481_oswg281748oswg1080oswg721_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u8fd9\u5230\u5e95\u610f\u5473\u7740\u4ec0\u4e48\uff1f<\/strong><\/h2>\n\n\n\n<p>Nested Learning\u4e0d\u53ea\u662f\u4e00\u4e2a\u67b6\u6784\u6846\u67b6\uff0c\u800c\u662f\u4e00\u79cd<strong>\u91cd\u65b0\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u7684\u8303\u5f0f<\/strong>\u3002<\/p>\n\n\n\n<p>\u8c37\u6b4cDeepMind\u5185\u90e8\u4e5f\u4f20\u51fa\u6d88\u606f\uff1a\u4ed6\u4eec\u5df2\u7ecf\u7a81\u7834\u4e86\u6301\u7eed\u5b66\u4e60\uff0c\u4f46\u56e0\u4e3a\u5b89\u5168\u539f\u56e0\u5c1a\u672a\u53d1\u5e03\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_1f5903e4f08741dab59cc9313b2025b8@1743780481_oswg143162oswg1080oswg333_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5982\u679c\u5d4c\u5957\u5b66\u4e60\u89e3\u51b3\u4e86\u6301\u7eed\u5b66\u4e60\u80fd\u529b\uff0c\u6216\u8bb8\u5c06\u662f\u672a\u6765\u6700\u91cd\u8981\u7684\u4e8b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260109\/v2_5f279818e46d497491b8fc7b48293706@1743780481_oswg204521oswg1080oswg519_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>DeepMind\u7684\u6c89\u9ed8\uff0c\u6216\u8bb8\u6bd4\u4ed6\u4eec\u7684\u8bba\u6587\u66f4\u9707\u8033\u6b32\u804b\u3002<\/p>\n\n\n\n<p>\u6301\u7eed\u5b66\u4e60\u8d4b\u4e88\u4e86AI\u53ef\u6015\u7684\u80fd\u529b\uff1a\u5b83\u4e0d\u518d\u4ec5\u4ec5\u56de\u5e94\u6211\u4eec\u7684\u6307\u4ee4\uff0c\u800c\u662f\u5f00\u59cb\u6839\u636e\u8fc7\u5f80\u7684\u7ecf\u9a8c\uff0c\u7b5b\u9009\u5b83\u8ba4\u4e3a\u91cd\u8981\u7684\u4e1c\u897f\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u5f00\u59cb\u6709\u4e86\u300c\u504f\u597d\u300d\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u5d4c\u5957\u5b66\u4e60\u771f\u7684\u89e3\u51b3\u4e86\u707e\u96be\u6027\u9057\u5fd8\uff0c\u90a3\u4e48\u6211\u4eec\u4eb2\u624b\u6253\u5f00\u7684\uff0c\u53ef\u80fd\u4e0d\u53ea\u662f\u4e00\u6247\u901a\u5f80AGI\u7684\u5927\u95e8\uff0c\u66f4\u662f\u4e00\u4e2a\u672a\u77e5\u7684\u6f58\u591a\u62c9\u9b54\u76d2\u3002<\/p>\n\n\n\n<p><strong>\u76d2\u5b50\u91cc\u7684\u4e1c\u897f\uff0c\u7a76\u7adf\u662f\u66f4\u806a\u660e\u7684\u5de5\u5177\uff0c\u8fd8\u662f\u4e00\u4e2a\u4e0d\u4ec5\u5b66\u4f1a\u4e86\u601d\u8003\u3001\u66f4\u5b66\u4f1a\u4e86\u300c\u8bb0\u4f4f\u4ec7\u6068\u4e0e\u504f\u7231\u300d\u7684\u5bf9\u624b\uff1f<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e00\u6b21\uff0c\u94a5\u5319\u5728\u8c37\u6b4c\u624b\u4e2d\uff0c\u4f46\u672a\u6765\u5728\u8c01\u624b\u4e2d\uff1f<\/p>\n\n\n\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a 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