{"id":64234,"date":"2025-09-05T15:16:52","date_gmt":"2025-09-05T07:16:52","guid":{"rendered":"https:\/\/swarma.org\/?p=64234"},"modified":"2025-09-05T15:16:52","modified_gmt":"2025-09-05T07:16:52","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%8f%af%e8%a7%a3%e9%87%8a%e6%80%a7%e7%9a%84%e6%9c%80%e6%96%b0%e8%bf%9b%e5%b1%95%e5%92%8c%e7%a0%94%e7%a9%b6%e6%96%b9%e5%90%91%e9%83%bd%e6%9c%89%e5%93%aa%e4%ba%9b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=64234","title":{"rendered":"\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u6700\u65b0\u8fdb\u5c55\u548c\u7814\u7a76\u65b9\u5411\u90fd\u6709\u54ea\u4e9b\uff1f| \u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8bfb\u4e66\u4f1a\u7684\u56de\u987e\u4e0e\u603b\u7ed3"},"content":{"rendered":"
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    \u5927\u6a21\u578b\u600e\u6837\u5de5\u4f5c\uff1fTransformer\u7684\u5de5\u4f5c\u56de\u8def\u57fa\u7840<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

    \u5206\u4eab\u7b80\u4ecb\uff1a\u8096\u8fbe\u8001\u5e08\u5728\u672c\u6b21\u5206\u4eab\u4e2d\u91cd\u70b9\u63a2\u8ba8\u4e86\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7814\u7a76\u7684\u6838\u5fc3\u903b\u8f91\u4e0e\u5b9e\u8df5\u8def\u5f84\uff0c\u8ba4\u4e3a\u901a\u8fc7\u5206\u6790Transformer\u6ce8\u610f\u529b\u673a\u5236\uff08\u77ed\u671f\u4e0a\u4e0b\u6587\u89c4\u5f8b\u6355\u6349\uff09\u4e0eMLP\uff08\u957f\u671f\u77e5\u8bc6\u5b58\u50a8\uff09\u7684\u534f\u4f5c\u673a\u5236\uff0c\u53ef\u63ed\u793a\u6a21\u578b\u5185\u90e8\u5982Induction Head\uff08\u5e8f\u5217\u5b66\u4e60\uff09\u548cIOI\uff08\u903b\u8f91\u63a8\u7406\uff09\u7b49\u5178\u578b\u201c\u56de\u8def\u201d\u7684\u51b3\u7b56\u903b\u8f91\uff0c\u4ece\u800c\u7406\u89e3\u5927\u6a21\u578b\u80fd\u529b\u8fb9\u754c\u53ca\u9519\u8bef\u6839\u6e90\uff1b\u4ed6\u5f3a\u8c03\u53ef\u89e3\u91ca\u6027\u7814\u7a76\u4e0d\u4ec5\u80fd\u6539\u8fdb\u6a21\u578b\u5b89\u5168\u6027\u3001\u4f18\u5316\u5de5\u7a0b\u6548\u7387\uff08\u5982\u538b\u7f29\u7b97\u529b\u9700\u6c42\uff09\uff0c\u66f4\u91cd\u8981\u7684\u662f\u4ee5\u201cAI\u5373\u751f\u7269\u201d\u7684\u89c6\u89d2\u6784\u5efa\u667a\u80fd\u79d1\u5b66\u65b0\u8303\u5f0f\uff0c\u501f\u52a9\u5927\u6a21\u578b\u7684\u53ef\u5b9e\u9a8c\u6027\u7a81\u7834\u4eba\u7c7b\u5bf9\u8ba4\u77e5\u7684\u56fa\u6709\u7406\u89e3\uff0c\u4f46\u9700\u517c\u987e\u590d\u6742\u4efb\u52a1\u7684\u56de\u8def\u53d1\u73b0\u96be\u5ea6\u4e0e\u5de5\u7a0b\u5316\u843d\u5730\u6311\u6218\u3002<\/span><\/span><\/p>\n

    <\/section>\n
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    1. \n

      \u5927\u6a21\u578b\u77e5\u8bc6\u56de\u8def\u7684\u5f62\u6210\u4e0eSAE\u5728\u53ef\u89e3\u91ca\u4e2d\u7684\u6f5c\u529b<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

      \u5206\u4eab\u7b80\u4ecb\uff1a\u672c\u6b21\u5206\u4eab\u59da\u4e91\u5fd7\u535a\u58eb\u7cfb\u7edf\u68b3\u7406\u4e86\u5927\u6a21\u578b\u77e5\u8bc6\u56de\u8def\u7684\u5f62\u6210\u5386\u7a0b\uff0c\u4ece 2020 \u5e74 OpenAI \u7684\u89c6\u89c9\u795e\u7ecf\u5143\u5173\u8054\u7814\u7a76\u52302024\u5e74Anthropic\u7684\u5927\u6a21\u578b\u884c\u4e3a\u89e3\u91ca\uff0c\u63ed\u793a\u56de\u8def\u53d1\u5c55\u4e2d\u7684\u591a\u4e49\u6027\u6311\u6218\u53ca\u901a\u8fc7\u7a00\u758f\u81ea\u7f16\u7801\u5668\u5b9e\u73b0\u7684\u7279\u5f81\u89e3\u8026\u65b9\u6848\u3002\u4ed6\u901a\u8fc7\u6784\u5efa\u865a\u6784\u5b9e\u4f53\u6570\u636e\u96c6\u9a8c\u8bc1\u56de\u8def\u5f62\u6210\u673a\u5236\uff0c\u53d1\u73b0\u9ad8\u9891\u77e5\u8bc6\u66f4\u6613\u5efa\u7acb\u7a33\u5b9a\u56de\u8def\u3002\u5434\u70dc\u5723\u535a\u58eb\u91cd\u70b9\u89e3\u6790\u7a00\u758f\u81ea\u7f16\u7801\u5668\uff08SAE\uff09\u5728\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u4e2d\u7684\u5e94\u7528\uff1a\u5229\u7528\u5f52\u56e0\u56fe\u5b9a\u4f4d\u6a21\u578b\u51b3\u7b56\u903b\u8f91\uff0c\u901a\u8fc7\u7279\u5f81\u6d88\u878d\u5b9e\u9a8c\u9a8c\u8bc1\u56de\u8def\u56e0\u679c\u5173\u7cfb\uff1b\u5728\u5206\u7c7b\u4efb\u52a1\u4e2d\u7ea6\u675f\u654f\u611f\u7279\u5f81\u4ee5\u6d88\u9664\u504f\u89c1\uff0c\u5e76\u5728\u751f\u6210\u4efb\u52a1\u4e2d\u589e\u5f3a\u5b89\u5168\u7279\u5f81\u9632\u6b62\u6709\u5bb3\u8f93\u51fa\uff1b\u6848\u4f8b\u663e\u793aSAE\u80fd\u89e3\u6790\u6a21\u578b\u65e9\u671f\u89c4\u5212\u80fd\u529b\uff0c\u5982\u62bc\u97f5\u8bd7\u53e5\u751f\u6210\u65f6\u63d0\u524d\u786e\u5b9a\u97f5\u811a\u8bcd\uff0c\u5e76\u6210\u529f\u5e72\u9884\u653b\u51fb\u6027\u5185\u5bb9\u7684\u751f\u6210\u8def\u5f84\u3002<\/span><\/span><\/p>\n

      <\/section>\n

      \u63a8\u8350\u9605\u8bfb<\/span><\/span><\/h4>\n

      \u4ece\u5f52\u56e0\u56fe\u5230 AI \u7684\u201c\u751f\u7269\u5b66\u201d\uff1a\u63a2\u7d22\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5185\u90e8\u673a\u5236\u300c\u4e0a\u300d<\/a><\/span><\/p>\n

      \u4ece\u5f52\u56e0\u56fe\u5230 AI \u7684\u201c\u751f\u7269\u5b66\u201d\uff1a\u63a2\u7d22 Claude3.5 Haiku \u7684\u5185\u90e8\u673a\u5236\u300c\u4e2d\u300d<\/a><\/span><\/p>\n

      \u6253\u5f00AI\u9ed1\u7bb1\uff1a\u5982\u4f55\u7528\u5f52\u56e0\u56fe\u7ed8\u5236\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8111\u56de\u8def\uff1f<\/a><\/span><\/p>\n

      Anthropic\u63d0\u51fa\u5de5\u4f5c\u56de\u8def\u8ffd\u8e2a\u65b9\u6cd5\uff1a\u7528\u5f52\u56e0\u56fe\u89e3\u5f00\u5927\u8bed\u8a00\u6a21\u578b\u8ba1\u7b97\u4e4b\u8c1c<\/a><\/span><\/p>\n

      AI \u7684\u601d\u7ef4\u5730\u56fe\uff1a\u63ed\u79d8\u5927\u6a21\u578b\u7684\u201c\u63a8\u7406\u56fe\u201d<\/a><\/span><\/p>\n

      \u4e8c\u3001\u7406\u8bba\u5efa\u6a21\u89c6\u89d2<\/span><\/span><\/h3>\n

      \u795e\u7ecf\u7f51\u7edc\u662f\u5426\u53ef\u4ee5\u88ab\u4e25\u8c28\u5730\u89e3\u91ca\u6e05\u695a\uff1f<\/span><\/span><\/p>\n

      \u5206\u4eab\u7b80\u4ecb\uff1a\u672c\u6b21\u5206\u4eab\u805a\u7126\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u4e0e\u7a81\u7834Scaling Law\u4e24\u5927\u6838\u5fc3\u95ee\u9898\u3002\u5f20\u62f3\u77f3\u56e2\u961f\u63d0\u51fa\u57fa\u4e8e\u7b49\u6548\u4ea4\u4e92\u7406\u8bba\u7684\u7814\u7a76\u8def\u5f84\uff0c\u8bc1\u660e\u795e\u7ecf\u7f51\u7edc\u51b3\u7b56\u903b\u8f91\u53ef\u88ab\u4e25\u8c28\u5206\u89e3\u4e3a\u7a00\u758f\u7684\u7b26\u53f7\u5316\u4ea4\u4e92\u6548\u5e94\uff08\u5982\u8bed\u4e49\u5355\u5143\u95f4\u7684\u4e0e\/\u6216\u5173\u7cfb\uff09\uff0c\u5176\u6570\u5b66\u89c4\u5f8b\u8986\u76d6\u6307\u6570\u7ea7\u8f93\u5165\u53d8\u5316\u5e76\u7b26\u5408\u4eba\u7c7b\u8ba4\u77e5\u8fc1\u79fb\u6027\u3002\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e0d\u540c\u7ed3\u6784\u6a21\u578b\u5728\u76f8\u540c\u4efb\u52a1\u4e2d\u4f1a\u6d8c\u73b0\u76f8\u4f3c\u4ea4\u4e92\u6a21\u5f0f\uff0c\u63ed\u793a\u77e5\u8bc6\u8868\u5f81\u662f\u7b2c\u4e00\u6027\u8981\u7d20\u3002\u53ef\u89e3\u91ca\u6027\u7814\u7a76\u4e0d\u4ec5\u80fd\u5b9a\u4f4d\u6cd5\u5f8b\u6a21\u578b\u8bef\u5224\u3001\u81ea\u52a8\u9a7e\u9a76\u8fc7\u62df\u5408\u7b49\u95ee\u9898\uff0c\u8fd8\u80fd\u4f18\u5316\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u51cf\u5c11\u5197\u4f59\u53c2\u6570\u4e0e\u6570\u636e\u4f9d\u8d56\u3002\u5f20\u8001\u5e08\u5f3a\u8c03\uff0c\u901a\u8fc7\u4ea4\u4e92\u7406\u8bba\u91cd\u6784\u795e\u7ecf\u7f51\u7edc\u7684\u5185\u5728\u903b\u8f91\uff0c\u53ef\u6446\u8131\u7aef\u5230\u7aef\u9ed1\u76d2\u8bad\u7ec3\u7684\u6548\u80fd\u74f6\u9888\uff0c\u4e3a\u7a81\u7834Scaling Law\u63d0\u4f9b\u7406\u8bba\u652f\u6491\u3002<\/span><\/span><\/p>\n

      <\/section>\n

      \u4e09\u3001\u590d\u6742\u79d1\u5b66\u4e0e\u7edf\u8ba1\u7269\u7406\u89c6\u89d2<\/span><\/span><\/h3>\n
        \n
      1. \n

        \u590d\u6742\u6027\u79d1\u5b66\u89c6\u89d2\u4e0b\u5927\u8bed\u8a00\u6a21\u578b\u6d8c\u73b0\u73b0\u8c61\u89e3\u91ca<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

        \u5206\u4eab\u7b80\u4ecb\uff1a\u6768\u660e\u54f2\u56f4\u7ed5\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6d8c\u73b0\u73b0\u8c61\u5c55\u5f00\u5206\u4eab\uff0c\u7ed3\u5408\u590d\u6742\u7cfb\u7edf\u7406\u8bba\u63a2\u8ba8\u5176\u5f62\u6210\u673a\u5236\u4e0e\u79d1\u5b66\u4ef7\u503c\u3002\u6838\u5fc3\u5185\u5bb9\u5305\u62ec\uff1a\uff081\uff09\u5927\u8bed\u8a00\u6a21\u578b\u5448\u73b0\u7684\u5178\u578b\u975e\u7ebf\u6027\u73b0\u8c61\uff08\u5982\u53c2\u6570\u89c4\u6a21\u5f15\u53d1\u7684\u6d8c\u73b0\u3001\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u987f\u609f\u3001\u6027\u80fd\u968f\u89c4\u6a21\u6ce2\u52a8\u7684\u53cc\u4e0b\u964d\uff09\u53ca\u5176\u4e0e\u795e\u7ecf\u6807\u5ea6\u5f8b\u7684\u533a\u522b\uff1b(2) \u6d8c\u73b0\u73b0\u8c61\u7684\u4e89\u8bae\u4e0e\u89e3\u91ca\u8def\u5f84\uff0c\u6307\u51fa\u90e8\u5206\u6d8c\u73b0\u53ef\u80fd\u6e90\u4e8e\u6307\u6807\u9009\u62e9\uff08\u5982\u51c6\u786e\u7387\u7684\u975e\u7ebf\u6027\u53e0\u52a0\uff09\uff0c\u4f46\u4e5f\u5b58\u5728\u65e0\u6cd5\u5b8c\u5168\u7528\u6307\u6807\u89e3\u91ca\u7684\u5b9e\u8d28\u6027\u8dc3\u8fc1\uff1b(3) \u901a\u8fc7\u6e17\u6d41\u76f8\u53d8\u6a21\u578b\u7c7b\u6bd4\uff0c\u89e3\u91ca\u6a21\u578b\u8fbe\u5230\u9608\u503c\u540e\u77e5\u8bc6\u7ed3\u6784\u7684\u7a81\u53d8\u5f0f\u5f62\u6210\uff0c\u540c\u65f6\u5f15\u5165\u77e5\u8bc6\u91cf\u5b50\u7406\u8bba\u8bf4\u660e\u79bb\u6563\u77e5\u8bc6\u70b9\u79ef\u7d2f\u5982\u4f55\u4fc3\u6210\u6d8c\u73b0\uff1b(4) \u4ea4\u53c9\u5b66\u79d1\u89c6\u89d2\u4e0b\u7684\u56e0\u679c\u6d8c\u73b0\u7406\u8bba\u548c\u591a\u5c3a\u5ea6\u5206\u6790\u6846\u67b6\uff0c\u5c1d\u8bd5\u7528\u5e8f\u53c2\u91cf\uff08\u8bed\u6cd5\/\u8bed\u4e49\u68c0\u67e5\uff09\u523b\u753b\u50cf\u76f8\u53d8\u8fc7\u7a0b\u7684\u5b8f\u89c2\u8868\u73b0\uff1b(5) \u53ef\u89e3\u91ca\u6027\u7814\u7a76\u7684\u7a81\u7834\uff0c\u5982\u7a00\u758f\u5316\u4ee3\u7406\u6a21\u578b\u63ed\u793a\u7684\u6a21\u5757\u5316\u601d\u7ef4\u8def\u5f84\uff0c\u80fd\u4e3a\u7406\u89e3\u6a21\u578b\u51b3\u7b56\u673a\u5236\u63d0\u4f9b\u65b0\u7684\u5de5\u5177\u3002<\/span><\/span><\/p>\n

        <\/section>\n
          \n
        1. \n

          \u4ece\u7f51\u7edc\u79d1\u5b66\u7406\u89e3\u667a\u80fd\uff1a\u5927\u6a21\u578b\u4e2d\u7684\u81ea\u7ec4\u7ec7\u4e0e\u6d8c\u73b0\uff08\u672c\u671f\u6709\u8bb2\u7a3f\u65e0\u89c6\u9891\uff09<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

          \u5206\u4eab\u7b80\u4ecb\uff1a\u8096\u718a\u70e8\u8001\u5e08\u4ece\u590d\u6742\u7f51\u7edc\u4e0e\u591a\u91cd\u5206\u5f62\u5206\u6790\u7684\u89c6\u89d2\uff0c\u63a2\u8ba8\u4e86\u5927\u6a21\u578b\u7684\u7ed3\u6784\u6f14\u5316\u4e0e\u667a\u80fd\u6d8c\u73b0\u673a\u5236\u3002\u4ed6\u4ee5\u795e\u7ecf\u5143\u4ea4\u4e92\u7f51\u7edc\u4e3a\u5207\u5165\u70b9\uff0c\u63d0\u51fa\u901a\u8fc7\u5206\u5f62\u7ef4\u5ea6\u5206\u6790\u7f51\u7edc\u7684\u591a\u5c3a\u5ea6\u590d\u6742\u6027\uff0c\u7ed3\u5408\u626d\u66f2\u56e0\u5b50Q\u91cf\u5316\u4e0d\u540c\u7ed3\u6784\u7684\u7f29\u653e\u89c4\u5f8b\uff0c\u63ed\u793a\u6a21\u578b\u5185\u90e8\u81ea\u7ec4\u7ec7\u4e0e\u529f\u80fd\u6d8c\u73b0\u7684\u5173\u8054\u6027\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u5927\u6a21\u578b\u89c4\u6a21\u7684\u6269\u5927\u5f15\u53d1\u7f51\u7edc\u8c31\u56fe\u5de6\u79fb\u548c\u62d3\u6251\u590d\u6742\u5ea6\u53d8\u5316\uff0c\u5bf9\u5e94\u667a\u80fd\u7684\u76f8\u53d8\u5f0f\u8dc3\u5347\uff0c\u7c7b\u4f3c\u4e8e\u81ea\u7136\u754c\u4e2d\u6750\u6599\u3001\u8111\u7f51\u7edc\u7684\u7ed3\u6784-\u529f\u80fd\u6620\u5c04\u89c4\u5f8b\u3002\u8be5\u65b9\u6cd5\u53ef\u5e94\u7528\u4e8e\u6750\u6599\u8bbe\u8ba1\u3001\u8111\u79d1\u5b66\u53caAI\u6a21\u578b\u7684\u7ed3\u6784\u4f18\u5316\uff0c\u672a\u6765\u8ba1\u5212\u63a2\u7d22\u6a21\u578b\u7ed3\u6784\u5b89\u5168\u8fb9\u754c\u3001\u5e7b\u89c9\u751f\u6210\u673a\u5236\u53ca\u4eba\u8111\u4e0eAI\u7684\u667a\u80fd\u751f\u6210\u5171\u6027\uff0c\u4e3a\u53ef\u89e3\u91ca\u6027\u7814\u7a76\u63d0\u4f9b\u7f51\u7edc\u79d1\u5b66\u8303\u5f0f\u652f\u6491\u3002<\/span><\/span><\/p>\n

          <\/section>\n
            \n
          1. \n

            \u5927\u6a21\u578b\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u7edf\u8ba1\u7269\u7406\u89c6\u89d2<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

            \u5206\u4eab\u7b80\u4ecb\uff1a\u672c\u6b21\u5206\u4eab\u4e3b\u8981\u4ece\u7edf\u8ba1\u7269\u7406\u89c6\u89d2\u89e3\u6790\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08ICL\uff09\u673a\u5236\uff0c\u901a\u8fc7\u5efa\u7acb\u635f\u5931\u51fd\u6570\u4e0e\u54c8\u5bc6\u987f\u91cf\u7684\u6620\u5c04\u5173\u7cfb\uff0c\u5c06\u81ea\u65cb\u73bb\u7483\u7406\u8bba\u4e2d\u7684\u5e73\u5747\u573a\u65b9\u6cd5\u548c Hopfield \u6a21\u578b\u7b49\u7269\u7406\u5de5\u5177\u5f15\u5165\u5206\u6790\u6846\u67b6\u3002\u4e3b\u8bb2\u4eba\u63a2\u8ba8\u4e86\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\u7684\u7b80\u5316\u6a21\u578b\u5982\u4f55\u901a\u8fc7\u9690\u5f0f\u68af\u5ea6\u6216\u8d1d\u53f6\u65af\u63a8\u65ad\u5b9e\u73b0\u9ad8\u6548\u5b66\u4e60\uff0c\u5e76\u5bf9\u6bd4\u4e86\u9884\u8bad\u7ec3\u3001\u5fae\u8c03\u7684\u9ad8\u6210\u672c\u4e0e\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u4f4e\u8d44\u6e90\u4f18\u52bf\uff1b\u540c\u65f6\u7ed3\u5408\u534f\u65b9\u5dee\u5efa\u6a21\u4e0eHessian\u77e9\u9635\u5206\u6790\uff0c\u63ed\u793a\u4e86\u6570\u636e\u5173\u8054\u6027\u5bf9\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u5f71\u54cd\u53ca\u80fd\u91cf\u666f\u89c2\u52a8\u6001\u6f14\u5316\u89c4\u5f8b\uff0c\u4e3a\u7406\u89e3\u5927\u6a21\u578b\u5de5\u4f5c\u673a\u5236\u63d0\u4f9b\u4e86\u7269\u7406\u5c42\u9762\u7684\u7406\u8bba\u652f\u6491\u3002<\/span><\/span><\/p>\n

            <\/section>\n

            \u63a8\u8350\u9605\u8bfb<\/span><\/span><\/h4>\n

            \u795e\u7ecf\u70ed\u529b\u5b66\u5b9a\u5f8b\uff1a\u5927\u6a21\u578b\u8bad\u7ec3\u5b66\u4e60\u7387\u8c03\u914d\u4e0e\u70ed\u529b\u5b66\u5b9a\u5f8b\u7684\u6df1\u5c42\u8054\u7cfb<\/a><\/span><\/p>\n

            \u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u201c\u601d\u7ef4\u5207\u6362\u201d\uff1a\u4ece\u4f4d\u7f6e\u8bb0\u5fc6\u5230\u8bed\u4e49\u7406\u89e3\u7684\u76f8\u53d8<\/a><\/span><\/p>\n

            \u5927\u8bed\u8a00\u6a21\u578b\u7684\u6d8c\u73b0\uff5c\u96c6\u667a\u767e\u79d1<\/a><\/span><\/p>\n

            Max Tegmark\u7ec4\u65b0\u5de5\u4f5c\uff1a\u5229\u7528\u8c03\u548c\u635f\u5931\u8bad\u7ec3\u53ef\u89e3\u91ca\u7684AI\u6a21\u578b<\/a><\/span><\/p>\n

            \u56db\u3001\u4e1a\u754c\u5b9e\u8df5<\/span><\/span><\/h3>\n

            \u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u5728\u5de5\u4e1a\u754c\u7684\u5e94\u7528\u5b9e\u6218<\/span><\/span><\/p>\n

            \u5206\u4eab\u7b80\u4ecb\uff1a\u672c\u6b21\u6c88\u65ed\u8001\u5e08\u56f4\u7ed5\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u5728\u5de5\u4e1a\u754c\u7684\u5b9e\u8df5\u5c55\u5f00\u5206\u4eab\uff0c\u91cd\u70b9\u63a2\u8ba8\u4e86\u53ef\u89e3\u91ca\u6027\u5982\u4f55\u63d0\u5347\u6a21\u578b\u5e94\u7528\u6548\u679c\u3002\u4ed6\u89e3\u6790\u4e86\u6ce8\u610f\u529b\u5934\u3001MLP\u5c42\u53ca\u795e\u7ecf\u5143\u7f51\u7edc\u5728\u5927\u6a21\u578b\u4e2d\u7684\u4f5c\u7528\u673a\u5236\uff0c\u7ed3\u5408\u6570\u5b66\u8fd0\u7b97\u3001\u77e5\u8bc6\u53ec\u56de\u3001\u6307\u4ee4\u9075\u5faa\u7b49\u6848\u4f8b\uff0c\u5c55\u793a\u4e86\u901a\u8fc7\u6270\u52a8\u5206\u6790\u5b9a\u4f4d\u5173\u952e\u7ec4\u4ef6\uff08\u5982\u8c03\u6574\u7279\u5b9a\u795e\u7ecf\u5143\u63d0\u5347\u63a8\u7406\u80fd\u529b\uff09\u3002\u63d0\u51fa\u901a\u8fc7\u53ef\u89e3\u91ca\u6027\u6280\u672f\u5b9e\u73b0\u6a21\u578b\u7cbe\u51c6\u8c03\u4f18\u3001\u5b89\u5168\u63a7\u5236\uff08\u5982\u89c4\u907f\u4f26\u7406\u98ce\u9669\uff09\u53ca\u91cf\u5316\u538b\u7f29\uff08\u964d\u4f4e30%\u663e\u5b58\u6d88\u8017\uff09\uff0c\u5e76\u5728\u591a\u8bed\u8a00\u573a\u666f\u4e2d\u4f18\u5316\u77e5\u8bc6\u6ce8\u5165\u4e0e\u8bed\u8a00\u5207\u6362\u6d41\u7a0b\u3002\u6c88\u65ed\u603b\u7ed3\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u5f3a\u8c03\u4efb\u52a1\u7b80\u5316\u8bbe\u8ba1\u3001\u7cbe\u7ec6\u5316\u5de5\u7a0b\u5b9e\u73b0\u53ca\u52a8\u6001\u7075\u6d3b\u8c03\u6574\u7684\u91cd\u8981\u6027\uff0c\u63ed\u793a\u4e86\u53ef\u89e3\u91ca\u6027\u5728\u63d0\u5347\u6a21\u578b\u900f\u660e\u5ea6\u3001\u63a8\u52a8AI\u5b89\u5168\u53ca\u4e1a\u52a1\u843d\u5730\u4e2d\u7684\u6838\u5fc3\u4ef7\u503c\u3002<\/span><\/span><\/p>\n

            <\/section>\n

            \u4e94\u3001\u795e\u7ecf\u79d1\u5b66\u89c6\u89d2<\/span><\/span><\/h3>\n

            Neuro4AI\uff1a\u4ece\u795e\u7ecf\u79d1\u5b66\u89c6\u89d2\u7406\u89e3\u5927\u6a21\u578b\u8ba4\u77e5\u673a\u5236<\/span><\/span><\/p>\n

            \u5206\u4eab\u7b80\u4ecb\uff1a\u674e\u6d4e\u5b89\u535a\u58eb\u5206\u4eab\u4e86\u4ece\u795e\u7ecf\u79d1\u5b66\u89c6\u89d2\u89e3\u6790\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u4e24\u4e2a\u6838\u5fc3\u7814\u7a76\u65b9\u5411\uff1a\u5176\u4e00\uff0c\u901a\u8fc7\u795e\u7ecf\u53cd\u9988\u6846\u67b6\u63a2\u7d22\u5927\u6a21\u578b\u7684\u5143\u8ba4\u77e5\u80fd\u529b\uff0c\u63ed\u793a\u4e86\u6a21\u578b\u80fd\u591f\u6709\u6548\u76d1\u63a7\u548c\u8c03\u63a7\u5177\u6709\u660e\u786e\u8bed\u4e49\u6216\u9ad8\u65b9\u5dee\u7684\u795e\u7ecf\u6d3b\u52a8\u8f74\uff0c\u8fd9\u79cd\u80fd\u529b\u5728\u6a21\u578b\u89c4\u6a21\u589e\u5927\u65f6\u663e\u8457\u589e\u5f3a\uff0c\u540c\u65f6\u5b58\u5728\u901a\u8fc7\u5185\u90e8\u6fc0\u6d3b\u4f2a\u88c5\u6b3a\u9a97\u5916\u90e8\u76d1\u63a7\u7684\u5b89\u5168\u9690\u60a3\uff1b\u5176\u4e8c\uff0c\u5bf9\u6bd4Transformer\u7684\u5f52\u7eb3\u6ce8\u610f\u529b\u5934\u4e0e\u4eba\u7c7b\u60c5\u666f\u8bb0\u5fc6\u6a21\u578b\uff08CMR\uff09\u7684\u673a\u5236\u76f8\u4f3c\u6027\uff0c\u53d1\u73b0\u4e24\u8005\u5728\u65f6\u5e8f\u8fde\u7eed\u6027\u3001\u524d\u540e\u9879\u4e0d\u5bf9\u79f0\u6027\u7b49\u884c\u4e3a\u6a21\u5f0f\u4e0a\u9ad8\u5ea6\u543b\u5408\uff0c\u4e14\u8fd9\u7c7b\u6ce8\u610f\u529b\u5934\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\u9010\u6e10\u6d8c\u73b0\uff0c\u5bf9\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08ICL\uff09\u5177\u6709\u56e0\u679c\u6027\u652f\u6301\uff0c\u4e3aAI\u6a21\u578b\u4e0e\u751f\u7269\u8ba4\u77e5\u673a\u5236\u7684\u8de8\u5b66\u79d1\u5173\u8054\u63d0\u4f9b\u4e86\u5b9e\u8bc1\u4f9d\u636e\u3002<\/span><\/span><\/p>\n

            <\/section>\n

            \u63a8\u8350\u9605\u8bfb<\/span><\/span><\/h4>\n

            \u667a\u80fd\u4e4b\u955c\uff1aNeuroAI \u5982\u4f55\u53cd\u6620\u5927\u8111\u4e0e\u4eba\u5de5\u667a\u80fd\u7684\u672a\u6765<\/a><\/span><\/p>\n

            \u5927\u8111\u7684\u201c\u538b\u7f29\u7b97\u6cd5\u201d\uff1aNat Commun\u7814\u7a76\u63ed\u793a\u4eba\u7c7b\u6cdb\u5316\u5b66\u4e60\u80cc\u540e\u7684\u673a\u5236<\/a><\/span><\/p>\n

            AI \u771f\u7684\u6709\u6240\u8c13\u7684\u201c\u667a\u80fd\u201d\u5417\uff1fDeepMind \u65b0\u8bba\u6587\u7ed9\u51fa\u4e86\u4e00\u4e2a\u98a0\u8986\u6027\u7684\u7b54\u6848<\/a><\/span><\/p>\n


            <\/span><\/h3>\n

            \u5ef6\u4f38\u9605\u8bfb<\/span><\/span><\/h3>\n

            AI\u79d1\u5b66\u5bb6\u505a\u7814\u7a76\uff1a\u4ed6\u4eec\u7684\u89c2\u70b9\u4f1a\u4e00\u81f4\u5417\uff1f<\/a><\/span><\/p>\n

            \u6280\u672f\u5947\u70b9\u4f1a\u968f\u7740\u5927\u6a21\u578b\u6d6a\u6f6e\u5230\u6765\u5417\uff1f<\/a><\/span><\/p>\n

            \u8d70\u5411\u901a\u7528\u4eba\u5de5\u667a\u80fd\u4e4b\u8def\uff0c\u4e16\u754c\u6a21\u578b\u4e3a\u4f55\u4e0d\u53ef\u6216\u7f3a\uff1f<\/a><\/span><\/span><\/p>\n

            \n
            \n
            \n
            \n

            <\/span><\/section>\n

            <\/span><\/section>\n
            \n
            \n
            \n
            \n

            \u96c6\u667a\u6591\u56fe\uff0c\u7528\u77e5\u8bc6\u8fde\u63a5\u63a2\u7d22\u8005<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


            <\/span><\/p>\n

            \u96c6\u667a\u6591\u56fe\uff08pattern.swarma.org\uff09\u662f\u96c6\u667a\u79d1\u5b66\u7814\u7a76\u4e2d\u5fc3\u5f00\u53d1\u7684\u5728\u7ebf\u4ea7\u54c1\u670d\u52a1\u3002\u76ee\u6807\u662f\u6c89\u6dc0\u805a\u5408\u590d\u6742\u79d1\u5b66\u4e0e\u4eba\u5de5\u667a\u80fd\u7b49\u524d\u6cbf\u9886\u57df\u7684\u79d1\u7814\u8d44\u6599\uff0c\u4fc3\u8fdb\u8de8\u5b66\u79d1\u63a2\u7d22\u8005\u7684\u5b66\u4e60\u4ea4\u6d41\u4e0e\u5408\u4f5c\u521b\u65b0\uff0c\u6d8c\u73b0\u96c6\u4f53\u667a\u6167\u3002<\/span><\/span><\/p>\n

            \u96c6\u667a\u6591\u56fe\u81f4\u529b\u4e8e\u6784\u5efa\u8fde\u63a5\u77e5\u8bc6\u4e0e\u63a2\u7d22\u8005\u7684\u4eba\u673a\u534f\u4f5c\u7cfb\u7edf\uff0c\u5305\u542b\u4e86\u591a\u4e3b\u9898\u8bfb\u4e66\u4f1a\u793e\u533a\u3001\u591a\u9886\u57df\u5b66\u4e60\u8def\u5f84\u3001\u6700\u65b0\u8bba\u6587\u8fdb\u5c55\u3001\u767e\u79d1\u8bcd\u6761\u3001\u8bba\u6587\u89e3\u8bfb\u6d3b\u52a8\u7b49\u7248\u5757\u3002\u57fa\u4e8e\u5148\u8fdb\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u96c6\u667a\u6591\u56fe\u5e0c\u671b\u5e2e\u52a9\u63a2\u7d22\u8005\u5feb\u901f\u89e6\u8fbe\u4fe1\u606f\u4e0e\u4eba\u3002<\/span><\/span><\/p>\n

            \u626b\u7801\u524d\u5f80\u63a2\u7d22\u66f4\u591a\u4e3b\u9898\ud83d\udc47<\/span><\/span><\/p>\n

            <\/section>\n


            <\/span><\/p>\n

            \u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

            \u5bfc\u8bed \u4eba\u5de5\u667a\u80fd\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u8fdb\u5316\uff0c\u4f46\u5b83\u7684\u201c\u601d\u8003\u201d\u65b9\u5f0f\u4f9d\u7136\u50cf\u4e00\u4e2a\u9ed1\u7bb1\uff1a\u795e\u7ecf\u7f51\u7edc\u7684\u51b3\u7b56\u903b\u8f91\u7a76\u7adf\u80fd\u5426\u88ab\u6570\u5b66\u63a8\u5bfc\uff1f\u5927\u6a21\u578b\u7684\u6d8c\u73b0\u80fd\u529b\u548c\u4e0a\u4e0b\u6587\u5b66\u4e60\u662f\u600e\u6837\u4ea7\u751f\u7684\uff1fScaling law \u7684\u6781\u9650\u4e4b\u540e\uff0cAI \u7684\u672a\u6765\u53c8\u5728\u54ea\u91cc\uff1f\u8981\u7406\u89e3\u8fd9\u4e9b\u95ee\u9898\uff0c\u4ec5\u9760\u7b97\u529b\u548c\u7ecf\u9a8c\u8c03\u4f18\u5df2\u7ecf\u4e0d\u591f\uff0c\u6211\u4eec\u9700\u8981\u8de8\u5b66\u79d1\u7684\u65b9\u6cd5\u8bba\u4e0e\u7cfb\u7edf\u6027\u63a2\u7d22\u3002 \u4e3a\u6b64\uff0c\u96c6…<\/p>\n","protected":false},"author":0,"featured_media":64214,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/64234"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=64234"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/64234\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/64214"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=64234"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=64234"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=64234"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=64234"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}