{"id":63516,"date":"2025-08-15T18:06:58","date_gmt":"2025-08-15T10:06:58","guid":{"rendered":"https:\/\/swarma.org\/?p=63516"},"modified":"2025-08-15T18:06:58","modified_gmt":"2025-08-15T10:06:58","slug":"%e8%87%aa%e6%b3%a8%e6%84%8f%e5%8a%9b%e6%9c%ba%e5%88%b6%e7%9a%84%e6%80%9d%e7%bb%b4%e5%88%87%e6%8d%a2%ef%bc%9a%e4%bb%8e%e4%bd%8d%e7%bd%ae%e8%ae%b0%e5%bf%86%e5%88%b0%e8%af%ad%e4%b9%89","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=63516","title":{"rendered":"\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"},"content":{"rendered":"
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\u8bba\u6587\u9898\u76ee\uff1aA phase transition between positional and semantic learning in a solvable model of dot-product attention<\/span><\/span><\/p>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2402.03902<\/span><\/span><\/p>\n

\u53d1\u8868\u65f6\u95f4\uff1a2024\u5e7410\u6708<\/span><\/span><\/p>\n

\u8bba\u6587\u6765\u6e90\uff1aNeurIPS 2024<\/span><\/span><\/p>\n<\/blockquote>\n


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\u6ce8\u610f\u529b\u5c42\u6700\u65e9\u88ab\u63d0\u51fa\u7528\u4e8e\u5e76\u884c\u5904\u7406\u5e8f\u5217\u6570\u636e\uff0c\u5176\u6838\u5fc3\u601d\u60f3\u662f\u4e3a\u5e8f\u5217\u4e2d\u6bcf\u5bf9\u6807\u8bb0\u8ba1\u7b97\u76f8\u4f3c\u5ea6\u5f97\u5206\uff0c\u8fdb\u800c\u52a0\u6743\u878d\u5408\u4fe1\u606f\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u5bf9\u8bad\u7ec3\u597d\u7684\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u673a\u7406\u53ef\u89e3\u91ca\u6027<\/span>\uff08mechanistic interpretability\uff09<\/span>\u5206\u6790\uff0c\u53d1\u73b0\u6ce8\u610f\u529b\u5c42\u80fd\u591f\u5b9e\u73b0\u591a\u79cd\u7b97\u6cd5\u2014\u2014\u6709\u65f6\u4fa7\u91cd\u4e8e\u4f4d\u7f6e\u7f16\u7801<\/span>\uff08positional attention\uff09<\/span>\uff0c\u6709\u65f6\u4f9d\u8d56\u4e8e\u8bcd\u5411\u91cf\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6<\/span>\uff08semantic attention\uff09<\/span>\u3002\u8fd9\u4e9b\u673a\u5236\u7684\u5177\u4f53\u5f62\u6210\u4e0d\u4ec5\u4e0e\u7f51\u7edc\u7ed3\u6784\u548c\u8bad\u7ec3\u7b97\u6cd5\u76f8\u5173\uff0c\u8fd8\u4e0e\u53ef\u83b7\u5f97\u7684\u6570\u636e\u91cf\u5bc6\u5207\u6302\u94a9\u3002\u7136\u800c\uff0c\u5c31\u50cf\u7269\u7406\u5b66\u5bb6\u5728\u7814\u7a76\u94c1\u78c1\u6750\u6599\u65f6\u63d0\u51fa\u7684\u76f8\u53d8<\/span>\uff08phase transition\uff09<\/span>\u6982\u5ff5\u4e00\u6837\uff0c\u4eba\u4eec\u5c1a\u4e0d\u6e05\u695a\u5728\u6ce8\u610f\u529b\u5c42\u4e2d\uff0c\u968f\u7740\u6837\u672c\u89c4\u6a21\u589e\u957f\uff0c\u90a3\u4e9b\u5b9a\u91cf\u6307\u6807\u4f1a\u5426\u51fa\u73b0\u7a81\u53d8\uff0c\u4ece\u800c\u4f7f\u5f97\u6a21\u578b\u5728\u4f4d\u7f6e\u4e0e\u8bed\u4e49\u673a\u5236\u4e4b\u95f4\u53d1\u751f\u5207\u6362\u3002\u672c\u6587\u6b63\u662f\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b\uff0c\u501f\u9274\u7edf\u8ba1\u7269\u7406\u4e2d\u5904\u7406\u5927\u89c4\u6a21\u7c92\u5b50\u7cfb\u7edf\u7684\u65b9\u6cd5\uff0c\u4e3a\u6ce8\u610f\u529b\u5c42\u7684\u673a\u5236\u6d8c\u73b0\u63d0\u4f9b\u7406\u8bba\u652f\u6491\u3002<\/span><\/span><\/p>\n


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\u56fe 1. \u6ce8\u610f\u529b\u7b80\u5316\u6a21\u578b\u4e2d\u7684\u76f8\u53d8\u3002(A)\u6211\u4eec\u5728\u5e08\u751f\u73af\u5883\u4e2d\u7814\u7a76\u4e86\u4e00\u4e2a\u5173\u8054\u7684\u4f4e\u79e9\u6ce8\u610f\u6a21\u578b\u3002\u6559\u5e08\u6839\u636e\u8bed\u4e49\uff08\u4f5c\u4e3a\u6807\u8bb0\u5185\u5bb9x\u7684\u51fd\u6570\uff09\u548c\u4f4d\u7f6e\uff08\u4f5c\u4e3a\u6807\u8bb0\u4f4d\u7f6e\u7684\u51fd\u6570\uff09\u6ce8\u610f\u529b\u77e9\u9635\uff0c\u6df7\u5408d\u7ef4\u7684L\u4e2a\u5355\u72ec\u4ee4\u724c\u3002\u5b66\u751f\u53ea\u80fd\u4f7f\u7528\u4f4d\u7f6e\u7f16\u7801p\u6765\u62df\u5408\u8001\u5e08\u7684\u4f4d\u7f6e\u5c5e\u6027\u3002(B)\u6559\u5e08\u635f\u5931\u666f\u89c2\u7684\u793a\u610f\u56fe\uff0c\u5176\u4e2d\u5305\u542b\u4f4d\u7f6e\u6700\u5c0f\u503c\u548c\u8bed\u4e49\u6700\u5c0f\u503c\u3002(C)\u6211\u4eec\u53d1\u73b0\uff0c\u5728\u6e10\u8fd1\u9ad8\u7ef4\u6781\u9650\u4e0b\uff0c\u4f5c\u4e3a\u6837\u672c\u590d\u6742\u6027\u548c\u6559\u5e08\u7ec4\u6210\u7684\u51fd\u6570\uff0c\u5168\u5c40\u6700\u5c0f\u503c\u5207\u6362\uff0c\u6784\u6210\u4e86\u4f4d\u7f6e\u5b66\u4e60\u548c\u8bed\u4e49\u5b66\u4e60\u4e4b\u95f4\u7684\u76f8\u53d8\u3002<\/span><\/span><\/p>\n


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


<\/span><\/strong><\/h2>\n

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

<\/span><\/section>\n
\n
<\/section>\n<\/section>\n<\/section>\n
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\u9ad8\u7ef4\u6781\u9650\u4e0b\u7684\u95ed\u5f0f\u7279\u5f81\u5316<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

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

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


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

\u5728\u8f93\u5165\u7ef4\u5ea6 d \u4e0e\u6837\u672c\u6570\u91cf n \u540c\u6bd4\u589e\u5927\u3001\u6837\u672c\u590d\u6742\u5ea6 <\/span><\/span>\u03b1 = n\/d<\/span><\/span><\/span> \u4fdd\u6301\u5e38\u6570\u7684\u9ad8\u7ef4\u6781\u9650\u4e2d\uff0c\u7814\u7a76\u8005\u8fd0\u7528\u5e7f\u4e49\u8fd1\u4f3c\u6d88\u606f\u4f20\u9012<\/span>\uff08Generalized Approximate Message Passing, GAMP\uff09<\/span>\u7b97\u6cd5\u7684\u72b6\u6001\u6f14\u5316\u7406\u8bba\uff0c\u4ee5\u53ca\u5bf9\u5e94\u7684\u81ea\u6d3d\u65b9\u7a0b\uff0c\u7ed9\u51fa\u4e86\u8bad\u7ec3\u635f\u5931\u4e0e\u6d4b\u8bd5\u8bef\u5dee\u5728\u6700\u4f18\u89e3\u5904\u7684\u95ed\u5f0f\u8868\u8fbe\u3002<\/span><\/span><\/span><\/p>\n

\n

GAMP\uff1a\u4e00\u79cd\u5bf9\u9ad8\u7ef4\u8d1d\u53f6\u65af\u4f30\u8ba1\u6216\u7ecf\u9a8c\u98ce\u9669\u6700\u5c0f\u5316\u95ee\u9898\u80fd\u8fbe\u5230\u4fe1\u606f\u8bba\u6700\u4f18\u7684\u8fed\u4ee3\u65b9\u6cd5<\/span><\/span><\/p>\n<\/blockquote>\n


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

\u6838\u5fc3\u601d\u60f3\u662f\uff0c\u5c06\u9ad8\u7ef4\u7684\u975e\u51f8\u4f18\u5316\u95ee\u9898\u201c\u538b\u7f29\u201d\u4e3a\u82e5\u5e72\u7ef4\u5ea6\u56fa\u5b9a\u7684\u7edf\u8ba1\u91cf\u6c42\u89e3\uff0c\u901a\u8fc7\u89e3\u8fd9\u5957\u81ea\u6d3d\u65b9\u7a0b\uff0c\u5373\u53ef\u76f4\u63a5\u5224\u65ad\u5168\u5c40\u6700\u4f18\u89e3\u5bf9\u5e94\u7684\u4f4d\u7f6e\uff0f\u8bed\u4e49\u673a\u5236\uff0c\u5e76\u51c6\u786e\u8ba1\u7b97\u5e38\u6570\u7ea7\u8bef\u5dee\u503c\u3002\u8be5\u7406\u8bba\u4e0d\u4ec5\u5c55\u73b0\u51fa\u4e0e\u6709\u9650\u7ef4\u5b9e\u9a8c\u7ed3\u679c\u7684\u9ad8\u5ea6\u4e00\u81f4\u6027\uff0c\u8fd8\u80fd\u9884\u6d4b\u4e0d\u540c\u6837\u672c\u590d\u6742\u5ea6\u4e0b\u6700\u4f18\u89e3\u7684\u5b9a\u6027\u53d8\u5316\u3002<\/span><\/span><\/p>\n


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


<\/span><\/strong><\/h2>\n

\n
\n
\n
\n
\n

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

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

\u4f4d\u7f6e\u2014\u8bed\u4e49\u8868\u5f81\u76f8\u53d8<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

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

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


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

\u57fa\u4e8e\u95ed\u5f0f\u7279\u5f81\u5316\uff0c\u7814\u7a76\u8005\u8fdb\u4e00\u6b65\u8003\u5bdf\u4e86\u968f\u6837\u672c\u590d\u6742\u5ea6 <\/span><\/span>\u03b1<\/span><\/span><\/span> \u589e\u957f\u800c\u53d1\u751f\u7684\u5168\u5c40\u6700\u4f18\u89e3\u5207\u6362\u73b0\u8c61\u3002\u5728\u201c\u8bed\u4e49\u6743\u91cd\u201d\u8f83\u4f4e\u7684\u4efb\u52a1\u4e2d\uff0c\u5f53 \u03b1 \u5c0f\u4e8e\u4e34\u754c\u503c <\/span><\/span>\u03b1<\/span><\/span><\/span><\/span>c<\/span><\/span><\/sub><\/span> \u65f6\uff0c\u5168\u5c40\u6700\u4f18\u89e3\u5bf9\u5e94\u7684\u5b66\u751f\u6a21\u578b\u53ea\u5229\u7528\u4f4d\u7f6e\u7f16\u7801\u5b9e\u73b0\u6ce8\u610f\u529b\uff1b\u4f46\u4e00\u65e6 <\/span><\/span>\u03b1<\/span><\/span><\/span><\/span> \u8d85\u8fc7  <\/span><\/span>\u03b1<\/span><\/span><\/span><\/span>c<\/span><\/sub><\/span><\/span> \uff0c\u5b66\u751f\u6a21\u578b\u4fbf\u4f1a\u5ffd\u7565\u4f4d\u7f6e\u7f16\u7801\uff0c\u8f6c\u800c\u901a\u8fc7\u5b66\u4e60\u67e5\u8be2\u548c\u952e\u77e9\u9635\u4e0e\u6559\u5e08\u8bed\u4e49\u6743\u91cd\u7684\u91cd\u53e0\uff0c\u5b9e\u73b0\u57fa\u4e8e\u8bed\u4e49\u7684\u6ce8\u610f\u529b\u3002\u8fd9\u4e00\u73b0\u8c61\u4e0e\u7269\u7406\u5b66\u4e2d\u4e9a\u4e34\u754c\u4e0e\u8d85\u4e34\u754c\u76f8\u53d8\u9ad8\u5ea6\u7c7b\u6bd4\uff0c\u4f53\u73b0\u4e86\u6ce8\u610f\u529b\u5c42\u5728\u7b97\u6cd5\u673a\u5236\u5c42\u9762\u4e0a\u7684\u201c\u7a81\u53d8\u5f0f\u201d\u884c\u4e3a\u3002<\/span><\/span><\/span><\/p>\n


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

\u4e3a\u4e86\u51f8\u663e\u8bed\u4e49\u673a\u5236\u7684\u91cd\u8981\u6027\uff0c\u7814\u7a76\u8005\u5c06\u70b9\u79ef\u6ce8\u610f\u529b\u6a21\u578b\u4e0e\u53ea\u80fd\u5b9e\u73b0\u4f4d\u7f6e\u6df7\u5408\u7684\u5168\u8fde\u63a5\u7ebf\u6027\u57fa\u7ebf\u6a21\u578b\u505a\u4e86\u5bf9\u6bd4\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5728\u6837\u672c\u590d\u6742\u5ea6\u4f4e\u4e8e <\/span><\/span>\u03b1<\/span><\/span><\/span><\/span>l<\/span><\/sub><\/span><\/span>\u65f6\uff0c\u7eaf\u4f4d\u7f6e\u57fa\u7ebf\u53cd\u800c\u7565\u4f18\u4e8e\u70b9\u79ef\u6ce8\u610f\u529b\uff1b\u4f46\u5728 <\/span><\/span>\u03b1 <\/span><\/span><\/span><\/span>><\/span><\/span> <\/span><\/span>\u03b1<\/span><\/span><\/span><\/span>l<\/span><\/span><\/sub><\/span> \u533a\u95f4\uff0c\u70b9\u79ef\u6ce8\u610f\u529b\u51ed\u501f\u5176\u5b66\u4e60\u5230\u7684\u8bed\u4e49\u673a\u5236\uff0c\u6d4b\u8bd5\u8bef\u5dee\u663e\u8457\u4f4e\u4e8e\u7ebf\u6027\u57fa\u7ebf\u3002\u8fd9\u8fdb\u4e00\u6b65\u8bf4\u660e\uff0c\u5f53\u6570\u636e\u91cf\u5145\u8db3\u65f6\uff0c\u53ea\u6709\u5177\u5907\u6355\u6349\u8f93\u5165\u5411\u91cf\u5185\u5728\u8bed\u4e49\u7ed3\u6784\u80fd\u529b\u7684\u6ce8\u610f\u529b\u67b6\u6784\uff0c\u624d\u80fd\u53d1\u6325\u5176\u4f18\u52bf\u3002<\/span><\/span><\/span><\/p>\n


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

<\/section>\n

\u56fe 2. \u8bed\u4e49\u548c\u4f4d\u7f6e\u8bad\u7ec3\u635f\u5931\u4e4b\u95f4\u7684\u76f8\u53d8\u3002\uff08\u5de6\uff09\u5bf9\u4e8e\u03b1 = 1.5\uff0c\u540c\u65f6\u7f29\u653e d \u548c n \u65f6\uff0c\u03b8 \u548c m \u5728\u4e0d\u540c\u4f4d\u7f6e\u5206\u522b\u6536\u655b\u4e8e\u4f4d\u7f6e\u5c40\u90e8\u6781\u5c0f\u503c\u548c\u8bed\u4e49\u5c40\u90e8\u6781\u5c0f\u503c\u3002\uff08\u4e2d\uff09\u989c\u8272\u56fe\u8868\u793a\u4f7f\u7528 Pytorch \u5b9e\u73b0\u7684\u5168\u6279\u91cf\u68af\u5ea6\u4e0b\u964d\u8bad\u7ec3\u6a21\u578b\u65f6\uff0c\u5728 p1 \u6216 Q\u22c6 \u5904\u521d\u59cb\u5316\u5206\u522b\u6536\u655b\u65f6\u8bad\u7ec3\u635f\u5931\u7684\u5dee\u5f02\u3002\u7eff\u8272\u865a\u7ebf\u8868\u793a\u7406\u8bba\u9884\u6d4b\u7684\u9608\u503c <\/span><\/span>\u03b1<\/span><\/span>c<\/span><\/sub>(\u03c9)<\/span><\/span><\/span><\/span>\uff0c\u8d85\u8fc7\u8be5\u9608\u503c\u65f6\uff0c\u8bed\u4e49\u89e3\u7684\u635f\u5931\u4f4e\u4e8e\u4f4d\u7f6e\u89e3\u7684\u635f\u5931\u3002\uff08\u53f3\uff09\u989c\u8272\u56fe\u8868\u793a\u4f7f\u7528 Pytorch \u5b9e\u73b0\u7684\u5168\u6279\u91cf\u68af\u5ea6\u4e0b\u964d\u8bad\u7ec3\u6ce8\u610f\u529b\u6a21\u578b\uff0813\uff09\u65f6\uff0c\u5728 Q\u22c6 \u5904\u521d\u59cb\u5316\u548c\u5bc6\u96c6\u7ebf\u6027\u57fa\u7ebf\u5728\u6536\u655b\u65f6\u6d4b\u8bd5\u5747\u65b9\u8bef\u5dee\u7684\u5dee\u5f02\u3002\u7ea2\u8272\u865a\u7ebf\u8868\u793a\u7406\u8bba\u9884\u6d4b\u7684\u9608\u503c\u6837\u672c\u590d\u6742\u5ea6<\/span><\/span>\u03b1<\/span><\/span><\/span><\/span><\/span><\/span>l<\/span><\/sub>(<\/span><\/span>\u03c9<\/span><\/span><\/span><\/span><\/span><\/span>)<\/span><\/span><\/span><\/span><\/span>\uff0c\u8d85\u8fc7\u8be5\u9608\u503c\u65f6\uff0c\u70b9\u79ef\u6ce8\u610f\u529b\u4f18\u4e8e\u57fa\u7ebf\u3002<\/span><\/span><\/span><\/p>\n


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


<\/span><\/strong><\/h2>\n

\n
\n
\n
\n
\n

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

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

\u7ed3\u8bba\u4e0e\u5c55\u671b<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

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

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


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

\u672c\u6587\u9996\u6b21\u4ece\u4e25\u683c\u7684\u9ad8\u7ef4\u6982\u7387\u89d2\u5ea6\uff0c\u4e3a\u70b9\u79ef\u6ce8\u610f\u529b\u5c42\u4e2d\u4f4d\u7f6e\u4e0e\u8bed\u4e49\u7b97\u6cd5\u673a\u5236\u7684\u6d8c\u73b0\u63d0\u4f9b\u4e86\u95ed\u5f0f\u7406\u8bba\u523b\u753b\uff0c\u5e76\u63ed\u793a\u4e86\u4e24\u8005\u4e4b\u95f4\u7684\u76f8\u53d8\u73b0\u8c61\u3002\u8fd9\u4e00\u53d1\u73b0\u4e0d\u4ec5\u52a0\u6df1\u4e86\u6211\u4eec\u5bf9\u6ce8\u610f\u529b\u673a\u5236\u672c\u8d28\u7684\u7406\u89e3\uff0c\u4e5f\u4e3a\u8bbe\u8ba1\u548c\u8c03\u4f18\u5177\u6709\u66f4\u597d\u6cdb\u5316\u80fd\u529b\u7684\u81ea\u6ce8\u610f\u529b\u6a21\u578b\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002<\/span><\/span><\/p>\n


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

\u540e\u7eed\u7814\u7a76\u53ef\u5728\u4ee5\u4e0b\u65b9\u5411\u62d3\u5c55\uff1a\u5f15\u5165\u591a\u5934<\/span>\uff08multi-head\uff09<\/span>\u4e0e\u8de8\u6ce8\u610f\u529b<\/span>\uff08cross-attention\uff09<\/span>\u7ed3\u6784\uff1b\u5c06\u6a21\u578b\u5e94\u7528\u4e8e\u66f4\u8d34\u8fd1\u5b9e\u9645\u7684\u975e\u9ad8\u65af\u3001\u957f\u5e8f\u5217\u573a\u666f\uff1b\u4ee5\u53ca\u5206\u6790\u968f\u673a\u521d\u59cb\u5316\u548c\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u5728\u6b64\u635f\u5931\u666f\u89c2\u4e2d\u7684\u8f68\u8ff9\u4e0e\u6536\u655b\u6027\uff0c\u4ee5\u671f\u5168\u9762\u7406\u89e3\u4ece\u201c\u968f\u673a\u731c\u6d4b\u201d\u5230\u201c\u5168\u5c40\u6700\u4f18\u201d\u7684\u52a8\u6001\u8fc7\u7a0b\u3002<\/span><\/span><\/p>\n


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


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

-\u76f4\u64ad\u9884\u544a-<\/span><\/span><\/p>\n

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


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

\n

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

\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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

\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u526f\u6559\u6388\u5f20\u62f3\u77f3\u3001\u963f\u91cc\u4e91\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u56e2\u961f\u8d1f\u8d23\u4eba\u6c88\u65ed\u3001\u5f69\u4e91\u79d1\u6280\u9996\u5e2d\u79d1\u5b66\u5bb6\u8096\u8fbe\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7855\u58eb\u751f\u6768\u660e\u54f2\u548c\u6d59\u6c5f\u5927\u5b66\u535a\u58eb\u751f\u59da\u4e91\u5fd7\u5171\u540c\u53d1\u8d77\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u672c\u8bfb\u4e66\u4f1a\u65e8\u5728\u7a81\u7834\u5927\u6a21\u578b\u201c\u9ed1\u7bb1\u201d\u56f0\u5883\uff0c\u5c1d\u8bd5\u4ece\u4ee5\u4e0b\u56db\u4e2a\u89c6\u89d2\u68b3\u7406\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u79d1\u5b66\u65b9\u6cd5\u8bba\uff1a<\/span><\/p>\n

\u81ea\u4e0b\u800c\u4e0a\uff1aTransformer circuit \u4e3a\u4ec0\u4e48\u6709\u6548\uff1f<\/span><\/p>\n

\u81ea\u4e0a\u800c\u4e0b\uff1a\u795e\u7ecf\u7f51\u7edc\u7684\u7cbe\u7ec6\u51b3\u7b56\u903b\u8f91\u548c\u6027\u80fd\u6839\u56e0\u662f\u5426\u53ef\u4ee5\u88ab\u4e25\u8c28\u3001\u6e05\u6670\u5730\u89e3\u91ca\u6e05\u695a\uff1f<\/span><\/p>\n

\u590d\u6742\u79d1\u5b66\uff1a\u6e17\u6d41\u76f8\u53d8\u3001\u6d8c\u73b0\u3001\u81ea\u7ec4\u7ec7\u7b49\u590d\u6742\u79d1\u5b66\u7406\u8bba\u5982\u4f55\u7406\u89e3\u5927\u6a21\u578b\u7684\u63a8\u7406\u4e0e\u5b66\u4e60\u80fd\u529b\uff1f<\/span><\/section>\n
\u7cfb\u7edf\u5de5\u7a0b\uff1a\u5982\u4f55\u62e5\u62b1\u4e0d\u786e\u5b9a\u6027\uff0c\u5728\u5177\u4f53\u7684\u4e1a\u754c\u5b9e\u8df5\u4e2d\u521b\u9020\u4ef7\u503c\uff1f<\/span><\/section>\n

<\/span><\/section>\n
\u4e94\u4f4d\u53d1\u8d77\u4eba\u8001\u5e08\u4f1a\u5e26\u9886\u5927\u5bb6\u7814\u8bfb\u9886\u57df\u524d\u6cbf\u8bba\u6587\uff0c\u73b0\u8bda\u9080\u5bf9\u6b64\u8bdd\u9898\u611f\u5174\u8da3\u7684\u670b\u53cb\uff0c\u4e00\u8d77\u5171\u521b\u3001\u5171\u5efa\u3001\u5171\u4eab\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u4e3b\u9898\u793e\u533a\uff0c\u901a\u8fc7\u4e92\u76f8\u7684\u4ea4\u6d41\u4e0e\u78b0\u649e\uff0c\u4fc3\u8fdb\u6211\u4eec\u66f4\u6df1\u5165\u7684\u7406\u89e3\u4ee5\u4e0a\u95ee\u9898\u3002\u65e0\u8bba\u60a8\u662f\u81f4\u529b\u4e8e\u7a81\u7834AI\u53ef\u89e3\u91ca\u6027\u7406\u8bba\u74f6\u9888\u7684\u7814\u7a76\u8005\uff0c\u63a2\u7d22\u590d\u6742\u7cfb\u7edf\u4e0e\u667a\u80fd\u672c\u8d28\u7684\u4ea4\u53c9\u5b66\u79d1\u63a2\u7d22\u8005\uff0c\u8fd8\u662f\u8ffd\u6c42\u6a21\u578b\u5b89\u5168\u53ef\u4fe1\u7684\u5de5\u7a0b\u5b9e\u8df5\u8005\uff0c\u8bda\u9080\u60a8\u5171\u540c\u53c2\u4e0e\u8fd9\u573a\u63ed\u5f00\u5927\u6a21\u578b\u201c\u9ed1\u7bb1\u201d\u7684\u601d\u60f3\u76db\u5bb4\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u8bfb\u4e66\u4f1a\u5df2\u4e8e2025\u5e746\u670819\u65e5\u542f\u52a8\uff0c\u6bcf\u5468\u56db\u665a19:30-21:30\uff0c\u9884\u8ba1\u6301\u7eed\u5206\u4eab8-10\u5468\u5de6\u53f3\u3002<\/span><\/section>\n

<\/span><\/section>\n
\"\u56fe\u7247\"<\/span><\/a>
<\/span><\/span><\/span><\/strong><\/span><\/section>\n

<\/span><\/span><\/span><\/strong><\/span><\/section>\n
\u8be6\u60c5\u8bf7\u89c1\uff1a\u7834\u89e3AI\u9ed1\u7bb1\u7684\u56db\u91cd\u89c6\u89d2\uff1a\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><\/span><\/section>\n

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


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

\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
1. \u4e00\u4f5c\u89e3\u8bfbICML 2024\u9ad8\u5206\u8bba\u6587 DCFormer\uff1a\u52a8\u6001\u7ec4\u5408\u591a\u5934\u6ce8\u610f\u529b\u6539\u8fdbTransformer<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
2. <\/span>Nature\u5b50\u520a\uff5c\u957f\u5e8f\u5217\u7684\u6096\u8bba\uff1a\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u80fd\u5426\u6253\u7834\u6ce8\u610f\u529b\u74f6\u9888\uff1f<\/a><\/span><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
3. Nat. Commun.\u901f\u9012\uff1a\u8bed\u4e49\u4e0e\u8bcd\u8bed\u9884\u6d4b\u4ece\u6a21\u4eff\u5c0f\u8111\u7684\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u4e2d\u6d8c\u73b0<\/span><\/a><\/span><\/strong><\/section>\n
<\/strong><\/section>\n
4. <\/span>\u6d8c\u73b0\u52a8\u529b\u5b66\u5982\u4f55\u7528\u6765\u5206\u6790\u590d\u6742\u7cfb\u7edf\uff1f | \u65b0\u8bfe\u4e0a\u7ebf<\/span><\/a><\/span><\/strong><\/span>
<\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/span><\/strong>\u96c6\u667a\u5b66\u56ed\u7cbe\u54c1\u8bfe\u7a0b\u514d\u8d39\u5f00\u653e\uff0c\u89e3\u9501\u7cfb\u7edf\u79d1\u5b66\u4e0e AI \u65b0\u4e16\u754c<\/span><\/a><\/span><\/strong><\/section>\n

6. \u9ad8\u8003\u5206\u6570\u53ea\u662f\u5f20\u5165\u573a\u5238\uff0c\u4f60\u7684\u79d1\u7814\u5192\u9669\u5728\u8fd9\u91cc\u542f\u822a\uff01<\/span><\/a><\/span><\/strong><\/p>\n

7.<\/span><\/span><\/strong><\/strong><\/span> <\/span><\/span><\/strong><\/strong><\/span>\u7cfb\u7edf\u79d1\u5b66\u524d\u6cbf\u5341\u8bb2\uff1a\u7406\u89e3\u81ea\u7136\u3001\u751f\u547d\u4e0e\u793e\u4f1a\u7684\u590d\u6742\u6027<\/a><\/span><\/strong><\/strong><\/span><\/p>\n


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


<\/span><\/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":"

\u6458\u8981 \u4f17\u591a\u5b9e\u8bc1\u7814\u7a76\u5df2\u7ecf\u53d1\u73b0\uff0c\u968f\u7740\u8bad\u7ec3\u89c4\u6a21\u548c\u6570\u636e\u91cf\u7684\u589e\u52a0\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u4f1a\u81ea\u53d1\u6d8c\u73b0\u51fa\u4e0d\u540c\u7684\u7b97\u6cd5\u673a\u5236\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u80fd\u529b\u3002\u7136\u800c\uff0c\u76ee\u524d\u7f3a\u4e4f\u5bf9\u8fd9\u4e9b\u673a\u5236\u5982\u4f55\u4ea7\u751f\u7684\u7406\u8bba\u6027\u523b\u753b\u3002\u672c\u6587\u5728\u53ef\u89e3\u7684\u70b9\u79ef\u6ce8\u610f\u529b\uff08dot-product attention\uff09\u6a21\u578b\u4e2d\uff0c\u901a\u8fc7\u5bf9\u5177\u6709\u53ef\u8bad\u7ec3\u3001\u4f4e\u79e9\u67e5\u8be2\uff08query\uff09\u4e0e\u952e\uff08key\uff09\u77e9\u9635…<\/p>\n","protected":false},"author":0,"featured_media":63503,"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\/63516"}],"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=63516"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/63516\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/63503"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=63516"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=63516"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=63516"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=63516"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}