{"id":42571,"date":"2023-05-18T16:43:56","date_gmt":"2023-05-18T08:43:56","guid":{"rendered":"https:\/\/swarma.org\/?p=42571"},"modified":"2023-05-18T16:43:56","modified_gmt":"2023-05-18T08:43:56","slug":"2023%e5%b9%b4%ef%bc%8c%e8%af%b7%e4%b8%8d%e8%a6%81%e5%bf%bd%e7%95%a5%ef%bc%9a%e5%9b%be%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%ef%bc%88gnn%ef%bc%89%e8%bf%99%e4%b8%80%e5%8c%b9%e9%bb%91%e9%a9%ac%ef%bc%81","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=42571","title":{"rendered":"2023\u5e74\uff0c\u8bf7\u4e0d\u8981\u5ffd\u7565\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u8fd9\u4e00\u5339\u9ed1\u9a6c\uff01"},"content":{"rendered":"
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\u56fe\u795e\u7ecf\u7f51\u7edc (GNN) \u2014\u2014\u5404\u79cd\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u4e00\u5339\u9ed1\u9a6c\u3002\u5b83\u5e94\u7528\u5e7f\u6cdb\uff0c\u6d89\u53ca\u5404\u4e2a\u9886\u57df\uff0c\u5305\u62ec\u63a8\u8350\u7cfb\u7edf\u3001\u8c37\u6b4c\u5730\u56fe\u4ea4\u901a\u9884\u6d4b\u3001\u836f\u7269\u53d1\u73b0\u3001\u86cb\u767d\u8d28\u53d1\u73b0\u7b49\u3002<\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong>
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\u4e3a\u4e86\u63a2\u8ba8\u56fe\u795e\u7ecf\u7f51\u7edc\u5728\u7b97\u6cd5\u795e\u7ecf\u5316\u6c42\u89e3\u7684\u53d1\u5c55\u4e0e\u73b0\u5b9e\u5e94\u7528\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u56fd\u9632\u79d1\u6280\u5927\u5b66\u7cfb\u7edf\u5de5\u7a0b\u5b66\u9662\u526f\u6559\u6388\u8303\u957f\u4fca\u3001\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u52a9\u7406\u6559\u6388\u9ec4\u6587\u70b3\uff0c\u5171\u540c\u53d1\u8d77\u300c\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u7ec4\u5408\u4f18\u5316\u300d\u8bfb\u4e66\u4f1a\uff0c\u805a\u7126\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u7b97\u6cd5\u795e\u7ecf\u5316\u6c42\u89e3\u7684\u76f8\u5173\u9886\u57df\uff0c\u5305\u62ec\u795e\u7ecf\u7b97\u6cd5\u63a8\u7406\u3001\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u6c42\u89e3\u3001\u51e0\u4f55\u56fe\u795e\u7ecf\u7f51\u7edc\uff0c\u4ee5\u53ca\u7b97\u6cd5\u795e\u7ecf\u5316\u6c42\u89e3\u5728 AI for Science \u4e2d\u7684\u5e94\u7528\u7b49\u65b9\u9762\uff0c\u5e0c\u671b\u4e3a\u53c2\u4e0e\u8005\u63d0\u4f9b\u4e00\u4e2a\u5b66\u672f\u4ea4\u6d41\u5e73\u53f0\uff0c\u6fc0\u53d1\u53c2\u4e0e\u8005\u7684\u5b66\u672f\u5174\u8da3\uff0c\u8fdb\u4e00\u6b65\u63a8\u52a8\u76f8\u5173\u9886\u57df\u7684\u7814\u7a76\u548c\u5e94\u7528\u53d1\u5c55\u3002\u8bfb\u4e66\u4f1a\u4ece2023\u5e746\u670814\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u4e09\u665a 19:00-21:00 \u4e3e\u884c\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba18\u5468\u3002\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\u3002<\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/section>\n

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\u5173\u952e\u8bcd\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\uff0c\u63a8\u8350\u7cfb\u7edf\uff0c\u4ea4\u901a\u9884\u6d4b\uff0c<\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong>\u836f\u7269\u53d1\u73b0\uff0c\u86cb\u767d\u8d28\u53d1\u73b0<\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/strong><\/section>\n
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AINLPer<\/span> <\/span>| \u6765\u6e90<\/span><\/strong><\/span><\/span><\/p>\n

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\u867d\u7136\u5728\u8fc7\u53bb\u7684\u51e0\u4e2a\u6708\u91cc\uff0c\u300cChatGPT\u4ee5\u53ca\u6269\u6563\u6a21\u578b<\/span> (Diffusion Models) <\/span>\u7b49\u751f\u6210\u5f0fAI\u4e00\u76f4\u662f\u4eba\u4eec\u5173\u6ce8\u7684\u7126\u70b9\uff0c\u4f46\u4e5f\u8bf7\u4e0d\u8981\u5ffd\u7565\u56fe\u795e\u7ecf\u7f51\u7edc<\/span> (GNN) <\/span>\u7684\u8fc5\u901f\u53d1\u5c55\u300d\u3002\u7ecf\u8fc7\u8fd1\u51e0\u5e74\u7684\u53d1\u5c55\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u7814\u7a76\u4ece\u7eaf\u7cb9\u7684\u5b66\u672f\u7814\u7a76\u4e00\u76f4\u7a81\u7834\u5230\u5927\u89c4\u6a21\u5b9e\u9645\u5e94\u7528\uff0c\u300c\u6084\u7136\u6210\u4e3a\u4e86\u5404\u79cd\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u4e00\u5339\u9ed1\u9a6c\u300d\u3002<\/span><\/section>\n

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\u963f\u91cc\u5df4\u5df4\u3001\u8c37\u6b4c\u3001\u4f18\u6b65\u3001Twitter\u7b49\u8bb8\u591a\u5927\u578b\u516c\u53f8\u5df2\u7ecf\u5728\u4ed6\u4eec\u7684\u4e00\u4e9b\u6838\u5fc3\u4ea7\u54c1\u4e2d\u5e94\u7528GNN\u76f8\u5173\u6280\u672f\uff0c\u5176\u4e3b\u8981\u539f\u56e0\u662f\uff1a\u4e0e\u4e4b\u524d\u6700\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u67b6\u6784\u76f8\u6bd4\uff0c\u57fa\u4e8eGNN\u7684\u65b9\u6cd5\u8868\u73b0\u51fa\u4e86\u66f4\u4e3a\u5f3a\u5927\u7684\u6027\u80fd\u3002\u5c3d\u7ba1\u5404\u4e2a\u6838\u5fc3\u4ea7\u54c1\u9762\u4e34\u7684\u95ee\u9898\u7c7b\u578b\u591a\u79cd\u591a\u6837\u5e76\u4e14\u5e95\u5c42\u6570\u636e\u96c6\u4e5f\u6709\u4e00\u5b9a\u7684\u5dee\u5f02\uff0c\u4f46\u662f\u4ed6\u4eec\u90fd\u4f7f\u7528\u4e86GNN\u7edf\u4e00\u6846\u67b6\u4f5c\u4e3a\u6838\u5fc3\u3002\u8fd9\u4e5f\u5c31\u8868\u660e\u4e86\uff1a\u300cGNN\u53ef\u4ee5\u63d0\u4f9b\u4e00\u4e2a\u901a\u7528\u4e14\u7075\u6d3b\u7684\u6846\u67b6\uff0c\u7528\u4e8e\u63cf\u8ff0\u548c\u5206\u6790\u4efb\u4f55\u53ef\u80fd\u7684\u5b9e\u4f53\u96c6\u53ca\u5176\u76f8\u4e92\u5173\u7cfb\u300d\u3002<\/span><\/section>\n

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\u90a3\u4e48\u56fe\u795e\u7ecf\u7f51\u7edc<\/span> (GNN) <\/span>\u7684\u5b9e\u9645\u4f18\u52bf\u5230\u5e95\u662f\u4ec0\u4e48\u5462?\u4e3a\u4ec0\u4e48\u56fe\u795e\u7ecf\u7f51\u7edc<\/span> (GNN) <\/span>\u57282023\u5e74\u5f88\u91cd\u8981?\u90a3\u4e48\u672c\u6587\u5c06\u9488\u5bf9\u8fd9\u4e24\u4e2a\u95ee\u9898\u5c55\u5f00\u8ba8\u8bba\uff0c\u9664\u6b64\u4e4b\u5916\uff0c\u672c\u6587\u8fd8\u4f1a\u5206\u4eab\u4e00\u4e9bGNN\u7f51\u7edc\u7684\u5b9e\u9645\u5e94\u7528\u3002<\/span><\/section>\n

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\u5177\u4f53\u6765\u8bf4\uff0c\u4f20\u7edf\u7684\u4eba\u5de5\u667a\u80fd\u65b9\u6cd5\u4e3b\u8981\u662f\u4ece\u7531\u67d0\u79cd\u201c\u56fa\u5b9a\u201d\u7ed3\u6784\u7f16\u7801\u7684\u5bf9\u8c61\u4e2d\u63d0\u53d6\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u56fe\u50cf\u901a\u5e38\u88ab\u7f16\u7801\u4e3a\u56fa\u5b9a\u5927\u5c0f\u76842\u7ef4\u50cf\u7d20\u7f51\u683c <\/span>(\u5982\u4e0b\u56fe\u6240\u793a)<\/span>\uff0c\u800c\u6587\u672c\u5219\u88ab\u7f16\u7801\u4e3a1\u7ef4\u5355\u8bcd\u5e8f\u5217<\/span> (\u6216\u201c\u6807\u8bb0\u201d)<\/span>\u3002\u800c\u91c7\u7528\u56fe\u7ed3\u6784\u6765\u8868\u793a\u6570\u636e\u53ef\u4ee5\u4ece\u5b9e\u4f53\u4ee5\u53ca\u5b9e\u4f53\u5173\u7cfb\u8868\u793a\u4e2d\u63d0\u53d6\u66f4\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002<\/span><\/section>\n

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\u5728\u67d0\u4e9b\u65b9\u9762\uff0c\u8fd9\u53cd\u6620\u4e86\u5341\u5e74\u524d\u6df1\u5ea6\u5b66\u4e60\u9769\u547d\u671f\u95f4\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u5f53\u65f6\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u66fe\u7ecf\u7531\u9690\u9a6c\u5c14\u53ef\u592b\u6a21\u578b\u3001\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u548c\u4e25\u91cd\u4f9d\u8d56\u4e8e\u4f20\u7edf\u4fe1\u53f7\u5904\u7406\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u7cfb\u7edf\u7ec4\u5408\u7ec4\u6210\uff0c\u73b0\u5728\u9010\u6e10\u878d\u5408\u5230\u7aef\u5230\u7aef\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u751a\u81f3\u7ecf\u5e38\u4f7f\u7528\u76f8\u540c\u7684\u57fa\u672c\u67b6\u6784\uff1aTransformer\u67b6\u6784<\/span> (Attention\u673a\u5236)(\u8d77\u6e90\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df) <\/span>\u3002<\/span><\/section>\n

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\u8fd1\u5e74\u6765\uff0c\u4e00\u4e2a\u7531\u9ad8\u7ea7\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u4eba\u5458\u7ec4\u6210\u7684\u793e\u533a\uff0c\u5728\u5c06\u4e0d\u540c\u9886\u57df\u7684\u5404\u79cd\u6570\u636e\u95ee\u9898\u8f6c\u5316\u4e3a\u56fe\u95ee\u9898\u65b9\u9762\u53d6\u5f97\u4e86\u4e00\u5b9a\u7684\u6210\u679c\u3002\u300c\u5176\u4e2d\u56fe\u795e\u7ecf\u7f51\u7edc\u53ca\u5176\u4e00\u4e9b\u53d8\u4f53\u4e00\u76f4\u5728\u5728\u5404\u79cd\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u90fd\u8981\u4f18\u4e8e\u4e3b\u6d41\u65b9\u6cd5\u300d\u3002GNN\u5b9e\u9645\u4e0a\u5df2\u7ecf\u6210\u4e3a\u89e3\u51b3\u8bb8\u591a\u5b8c\u5168\u4e0d\u540c\u4e14\u770b\u4f3c\u65e0\u5173\u9886\u57df\u7684\u73b0\u5b9e\u95ee\u9898\u7684\u91cd\u8981\u5de5\u5177\uff0c\u4f8b\u5982\u836f\u7269\u53d1\u73b0\u3001\u63a8\u8350\u7cfb\u7edf\u3001\u4ea4\u901a\u9884\u6d4b\u7b49\u7b49\u3002\u90a3\u4e48\u76ee\u524dGNN\u5728\u66f4\u5e7f\u6cdb\u7684 AI \u7814\u7a76\u9886\u57df\u4e2d\u7684\u4f5c\u7528\u662f\u4ec0\u4e48\uff1f\u8ba9\u6211\u4eec\u6765\u770b\u770b\u4e00\u4e9b\u6570\u5b57\uff0c\u8fd9\u4e9b\u6570\u5b57\u63ed\u793a\u4e86GNN\u76f8\u5173\u7814\u7a76\u9886\u57df\u4e2d\u53d6\u5f97\u7684\u60ca\u4eba\u8fdb\u6b65\u3002<\/span><\/section>\n
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AI\u7814\u7a76\u4e2dGNN<\/strong><\/strong><\/p>\n<\/section>\n

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

<\/section>\n
\u4e00\u4e2a\u4e0d\u53ef\u5ffd\u7565\u7684\u5f71\u54cd\u5c31\u662f\uff0cGNN\u5df2\u7ecf\u5feb\u901f\u627e\u5230\u4e86\u81ea\u5df1\u7684\u5b9a\u4f4d\uff0c\u5373\u53ef\u4ee5\u5b66\u4e60\u4efb\u4f55\u56fe\u7ed3\u6784\u7684\u901a\u7528\u8303\u5f0f\u5e76\u4e14\u5bf9\u5176\u7684\u4efb\u4f55\u6539\u8fdb\u90fd\u53ef\u4ee5\u6cdb\u5316\u5230\u5404\u79cd\u9886\u57df\u3002\u4e16\u754c\u5404\u5730\u7684\u5b66\u672f\u548c\u884c\u4e1a\u7814\u7a76\u4eba\u5458\u5bf9\u8fd9\u4e00\u4e3b\u9898\u7684\u5173\u6ce8\u5728\u8fc7\u53bb\u51e0\u5e74\u4e2d\u7ecf\u5386\u4e86\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u8fd9\u5e76\u4e0d\u5947\u602a\u3002\u300c\u5982\u679c\u6211\u4eec\u67e5\u770b\u8fc7\u53bb3\u5e74ICLR \u548c NeurIPS \u8fd9\u4e24\u4e2a\u56fd\u9645\u9876\u4f1a\u7684\u63a5\u6536\u7684\u6587\u7ae0\uff0c\u4e0d\u96be\u53d1\u73b0GNN\u76f8\u5173\u7684\u6587\u7ae0\u589e\u5f3a\u7279\u522b\u660e\u663e\u300d\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u6211\u4eec\u53d1\u73b0\u672f\u8bed\u56fe\u795e\u7ecf\u7f51\u7edc\u300c\u4e00\u76f4\u5728Top3\u5173\u952e\u5b57\u4e2d\u300d\u3002<\/span><\/section>\n

<\/p>\n

\u6700\u8fd1\u7684\u4e00\u9879\u6587\u732e\u8ba1\u91cf\u5b66\u7814\u7a76\u7cfb\u7edf\u5730\u5206\u6790\u4e86\u8fd9\u4e00\u7814\u7a76\u8d8b\u52bf\uff0c\u63ed\u793a\u4e86\u5df2\u53d1\u8868\u76f8\u5173GNN\u7684\u7814\u7a76\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u5728 2017-2019 \u5e74\u671f\u95f4\u5e73\u5747\u6bcf\u5e74\u589e\u957f 447%\u3002AI\u73b0\u72b6\u62a5\u544a2021 \u8fdb\u4e00\u6b65\u786e\u8ba4\u56fe\u795e\u7ecf\u7f51\u7edc\u662f AI \u7814\u7a76\u51fa\u7248\u7269\u4e2d\u7684\u5173\u952e\u8bcd\uff0c\u201c\u4ece 2019 \u5e74\u5230 2020 \u5e74\u4f7f\u7528\u91cf\u589e\u5e45\u6700\u5927\u201d\u3002<\/span><\/section>\n

<\/p>\n

\u6211\u4eec\u8fd8\u53ef\u4ee5\u901a\u8fc7\u67e5\u770b\u300c\u56fe\u795e\u7ecf\u7f51\u7edc\u5728\u4e0d\u540c\u5e94\u7528\u9886\u57df\u7684\u5f71\u54cd\u6765\u68c0\u9a8c\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u591a\u529f\u80fd\u6027\u300d\u3002\u4e0b\u56fe\u65e8\u5728\u8bf4\u660e GNN \u8bba\u6587\u5728 22 \u4e2a\u7c7b\u522b\u4e2d\u7684\u5206\u5e03\uff0c\u53ef\u4ee5\u53d1\u73b0\u5728\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\u5360\u6bd4\u6700\u5927\uff0c\u4f46\u4e5f\u6d89\u53ca\u5404\u4e2a\u5e94\u7528\u9886\u57df\u3002<\/span><\/section>\n

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GNN\u5e94\u7528\u6848\u4f8b<\/strong><\/strong><\/p>\n<\/section>\n

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

<\/section>\n
\u4e0a\u9762\u53ef\u4ee5\u53d1\u73b0GNN\u5e94\u7528\u5e7f\u6cdb\uff0c\u6d89\u53ca\u5404\u4e2a\u9886\u57df\u3002\u90a3\u4e48\u63a5\u4e0b\u6765\u7ed9\u5927\u5bb6\u770b\u770b\u5c06GNN\u5e94\u7528\u4e8e\u751f\u4ea7\u4e2d\u7684\u5927\u578b\u6a21\u578b\u7684\u4e00\u4e9b\u4f8b\u5b50\u548c\u7ed3\u679c\u3002<\/span><\/section>\n

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

\u63a8\u8350\u7cfb\u7edf<\/strong><\/span><\/h3>\n

<\/section>\n
Uber Eats \u7684\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u6b3e\u9001\u9910\u5e94\u7528\u7a0b\u5e8f<\/span>\uff08\u7c7b\u4f3c\u56fd\u5185\u7684\u5927\u4f17\u70b9\u8bc4\uff09<\/span>\uff0c\u6700\u8fd1\u5f00\u59cb\u5c06\u56fe\u5f62\u5b66\u4e60\u6280\u672f\u5f15\u5165\u63a8\u8350\u7cfb\u7edf\uff0c\u300c\u4e3a\u8be5\u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u652f\u6301\uff0c\u65e8\u5728\u5c55\u793a\u6700\u6709\u53ef\u80fd\u5438\u5f15\u7528\u6237\u7684\u98df\u7269\u300d\u3002\u9274\u4e8e\u5728\u6b64\u7c7b\u8bbe\u7f6e\u4e2d\u5904\u7406\u7684\u56fe\u8868\u89c4\u6a21\u5f88\u5927<\/span>\uff08Uber Eats \u662f\u5168\u7403 500 \u591a\u4e2a\u57ce\u5e02\u8d85\u8fc7 320,000 \u5bb6\u9910\u5385\u7684\u95e8\u6237\uff09<\/span>\uff0c\u56fe\u8868\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u5438\u5f15\u529b\u7684\u9009\u62e9\u3002<\/span><\/section>\n

<\/section>\n
\u5728\u5bf9\u63a8\u8350\u83dc\u80b4\u548c\u9910\u5385\u7684\u6a21\u578b\u8fdb\u884c\u9996\u6b21\u6d4b\u8bd5\u65f6\uff0c\u8be5\u56e2\u961f\u62a5\u544a\u8bf4\uff0c\u4e0e Mean Reciprocal Rank\u3001Precision@K \u548c NDCG \u7b49\u5173\u952e\u6307\u6807\u7684\u73b0\u6709\u751f\u4ea7\u6a21\u578b\u76f8\u6bd4\uff0c\u6027\u80fd\u63d0\u5347\u4e86 20% \u4ee5\u4e0a\u3002\u5728\u5c06 GNN \u6a21\u578b\u96c6\u6210\u5230 Uber Eats \u63a8\u8350\u7cfb\u7edf<\/span>\uff08\u5176\u4e2d\u5305\u542b\u5176\u4ed6\u975e\u57fa\u4e8e\u56fe\u5f62\u7684\u529f\u80fd\uff09<\/span>\u540e\uff0c\u5f00\u53d1\u4eba\u5458\u89c2\u5bdf\u5230\u4e0e\u73b0\u6709\u7684\u751f\u4ea7\u5316\u57fa\u7ebf\u6a21\u578b\u76f8\u6bd4\uff0cAUC \u4ece 78% \u8dc3\u5347\u81f3 87%\uff0c\u5e76\u4e14\u968f\u540e\u8fdb\u884c\u4e86\u5f71\u54cd\u5206\u6790 \u63ed\u793a\u4e86\u57fa\u4e8eGNN\u7684\u7279\u5f81\u662f\u8fc4\u4eca\u4e3a\u6b62\u6574\u4e2a\u63a8\u8350\u6a21\u578b\u4e2d\u6700\u6709\u5f71\u54cd\u529b\u7684\u7279\u5f81\u3002<\/span><\/section>\n

<\/p>\n

\u8c37\u6b4c\u5730\u56fe\u4ea4\u901a\u9884\u6d4b<\/span><\/strong><\/span><\/h3>\n

<\/section>\n
\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u53e6\u4e00\u4e2a\u6781\u5177\u5f71\u54cd\u529b\u7684\u5e94\u7528\u6765\u81ea DeepMind \u7684\u4e00\u7ec4\u7814\u7a76\u4eba\u5458\uff0c\u4ed6\u4eec\u5c55\u793a\u4e86\u5982\u4f55\u300c\u5c06 GNN \u5e94\u7528\u4e8e\u4ea4\u901a\u5730\u56fe\u4ee5\u63d0\u9ad8\u4f30\u8ba1\u5230\u8fbe\u65f6\u95f4 <\/span>(ETA) <\/span>\u7684\u51c6\u786e\u6027\u300d\u3002\u8fd9\u4e2a\u60f3\u6cd5\u662f\u4f7f\u7528 GNN \u6765\u5b66\u4e60\u4ea4\u901a\u7f51\u7edc\u7684\u8868\u5f81\uff0c\u4ee5\u6355\u6349\u7f51\u7edc\u7684\u5e95\u5c42\u7ed3\u6784\u53ca\u5176\u52a8\u6001\u3002<\/span><\/section>\n

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\u8c37\u6b4c\u5730\u56fe\u5df2\u7ecf\u5728\u5168\u7403\u591a\u4e2a\u4e3b\u8981\u57ce\u5e02\u79ef\u6781\u5927\u89c4\u6a21\u90e8\u7f72\u8be5\u7cfb\u7edf\uff0c\u65b0\u65b9\u6cd5\u5927\u5e45\u964d\u4f4e\u4e86\u7528\u6237\u5728\u67e5\u8be2 ETA \u65f6\u51fa\u73b0\u8d1f\u9762\u7ed3\u679c\u7684\u6bd4\u4f8b<\/span>\uff08\u4e0e\u4e4b\u524d\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u51c6\u786e\u7387\u63d0\u9ad8\u4e86 50%\uff09<\/span>\u3002<\/span><\/section>\n

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MIT\u836f\u7269\u53d1\u73b0<\/span><\/strong><\/span><\/h3>\n

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\u6700\u8fd1 AI \u65b9\u6cd5\u5728\u5236\u836f\u9886\u57df\u6700\u8457\u540d\u7684\u5e94\u7528\u4e4b\u4e00\u6765\u81ea\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7684\u4e00\u9879\u7814\u7a76\u9879\u76ee\uff0c\u8be5\u9879\u76ee\u540e\u6765\u53d1\u8868\u5728\u8457\u540d\u7684\u79d1\u5b66\u6742\u5fd7\u300a\u7ec6\u80de\u300b\u4e0a\u3002<\/span><\/section>\n

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\u300c\u76ee\u6807\u662f\u4f7f\u7528 AI \u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u5206\u5b50\u7684\u56fe\u5f62\u8868\u793a\u6765\u9884\u6d4b\u5206\u5b50\u7684\u6297\u751f\u7d20\u6d3b\u6027\uff0c\u4ece\u800c\u6355\u83b7\u5176\u6f5c\u5728\u7684\u6297\u751f\u7d20\u6d3b\u6027\u300d\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u9009\u62e9\u7528\u56fe\u6765\u7f16\u7801\u4fe1\u606f\u662f\u5f88\u81ea\u7136\u7684\uff0c\u56e0\u4e3a\u6297\u751f\u7d20\u53ef\u4ee5\u8868\u793a\u4e3a\u5c0f\u5206\u5b50\u56fe\uff0c\u5176\u4e2d\u8282\u70b9\u662f\u539f\u5b50\uff0c\u8fb9\u5bf9\u5e94\u4e8e\u5b83\u4eec\u7684\u5316\u5b66\u952e\u3002<\/span><\/section>\n

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\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4ece\u8fd9\u4e9b\u6570\u636e\u4e2d\u5b66\u4e60\uff0c\u5728\u67d0\u4e9b\u7406\u60f3\u7684\u6761\u4ef6\u4e0b\u9884\u6d4b\u6700\u6709\u5e0c\u671b\u7684\u5206\u5b50\uff0c\u968f\u540e\u8fd9\u4e9b\u9884\u6d4b\u5728\u5b9e\u9a8c\u5ba4\u4e2d\u5f97\u5230\u6d4b\u8bd5\u548c\u9a8c\u8bc1\uff0c\u8fd9\u79cd\u65b9\u5f0f\u5e2e\u52a9\u751f\u7269\u5b66\u5bb6\u4ece\u6570\u5341\u4ebf\u4e2a\u53ef\u80fd\u7684\u5019\u9009\u5206\u5b50\u4e2d\u4f18\u5148\u8003\u8651\u8981\u5206\u6790\u7684\u5206\u5b50\u3002<\/span><\/section>\n

<\/p>\n

\u8fd9\u5bfc\u81f4\u4e86\u4e00\u79cd\u4ee5\u524d\u672a\u77e5\u7684\u5316\u5408\u7269Halicin\u7684\u9274\u5b9a\uff0c\u5b83\u88ab\u53d1\u73b0\u662f\u4e00\u79cd\u9ad8\u6548\u7684\u6297\u751f\u7d20\uff0c\u5bf9\u6297\u751f\u7d20\u8010\u836f\u7ec6\u83cc\u4e5f\u6709\u6548\uff0c\u8fd9\u4e00\u7ed3\u679c\u88ab\u73b0\u573a\u4e13\u5bb6\u89c6\u4e3a\u6297\u751f\u7d20\u53d1\u73b0\u7814\u7a76\u7684\u91cd\u5927\u7a81\u7834\u3002\u8fd9\u4e00\u6d88\u606f\u5728\u5a92\u4f53\u4e0a\u5f15\u8d77\u4e86\u8f70\u52a8\uff0cBBC\u548c\u300a\u91d1\u878d\u65f6\u62a5\u300b\u7b49\u5a92\u4f53\u90fd\u53d1\u8868\u4e86\u4e13\u9898\u6587\u7ae0\uff0c\u4f46\u51e0\u4e4e\u6240\u6709\u4eba\u90fd\u5ffd\u7565\u4e86\u4e00\u4e2a\u4e8b\u5b9e\uff0c\u90a3\u5c31\u662f\u8be5\u5316\u5408\u7269\u662f\u57fa\u4e8eGNN\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u800c\u53d1\u73b0\u7684\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u62a5\u544a\u4e86\u5982\u4f55\u4f7f\u7528\u5b9a\u5411\u6d88\u606f\u4f20\u9012\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u65b9\u6cd5<\/span> (GNN\u7684\u6838\u5fc3\u7279\u5f81) <\/span>\u5bf9\u8fd9\u4e00\u53d1\u73b0\u4e5f\u81f3\u5173\u91cd\u8981\uff1a\u4e8b\u5b9e\u4e0a\uff0c\u4e0e\u57fa\u4e8e\u56fe\u7684AI\u6a21\u578b\u76f8\u53cd\uff0c\u5176\u4ed6\u6700\u5148\u8fdb\u7684\u6a21\u578b\u4e5f\u9488\u5bf9Halicin\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u672a\u80fd\u8f93\u51fa\u8f83\u9ad8\u7684\u9884\u6d4b\u6392\u540d\u3002<\/span><\/section>\n

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

\u86cb\u767d\u8d28\u53d1\u73b0<\/span><\/strong><\/span><\/h3>\n

<\/section>\n
\u300c\u86cb\u767d\u8d28\u8bbe\u8ba1\u7684\u76ee\u6807\u662f\u521b\u9020\u5177\u6709\u6240\u9700\u7279\u6027\u7684\u86cb\u767d\u8d28\u300d\uff0c\u5e76\u4e14\u53ef\u4ee5\u901a\u8fc7<\/span>\uff08\u901a\u5e38\u662f\u9ad8\u6210\u672c\u7684\uff09<\/span>\u5b9e\u9a8c\u65b9\u6cd5\u6765\u5b8c\u6210\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u5141\u8bb8\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u76f4\u63a5\u64cd\u7eb5\u86cb\u767d\u8d28\u7684\u6c28\u57fa\u9178\u5e8f\u5217\u6765\u8bbe\u8ba1\u65b0\u86cb\u767d\u8d28\u3002\u65b0\u86cb\u767d\u8d28\u7684\u8bbe\u8ba1\u5177\u6709\u5de8\u5927\u7684\u6f5c\u5728\u5e94\u7528\uff0c\u4f8b\u5982\u5f00\u53d1\u65b0\u836f\u7269\u3001\u9176\u6216\u6750\u6599\u3002<\/span><\/section>\n

<\/section>\n
Baker \u5b9e\u9a8c\u5ba4\u6700\u8fd1\u7ed3\u5408\u4e86\u56fe\u5f62\u795e\u7ecf\u7f51\u7edc\u548c\u6269\u6563\u6280\u672f\uff0c\u521b\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3a RosettaFoldDiffusion <\/span>(RFDiffusion) <\/span>\u7684 AI \u7cfb\u7edf\uff0c\u4e8b\u5b9e\u8bc1\u660e\u5b83\u80fd\u591f\u8bbe\u8ba1\u6ee1\u8db3\u81ea\u5b9a\u4e49\u7ea6\u675f\u7684\u86cb\u767d\u8d28\u7ed3\u6784\u3002AI \u6a21\u578b\u901a\u8fc7E(n)-Equivariant\u56fe\u795e\u7ecf\u7f51\u7edc\u8fd0\u884c\uff0c\u8fd9\u662f\u4e00\u79cd\u7279\u6b8a\u7684 GNN\uff0c\u4e13\u95e8\u7528\u4e8e\u5904\u7406\u5177\u6709\u521a\u6027\u8fd0\u52a8\u5bf9\u79f0\u6027<\/span>\uff08\u4f8b\u5982\u7a7a\u95f4\u4e2d\u7684\u5e73\u79fb\u3001\u65cb\u8f6c\u548c\u53cd\u5c04\uff09<\/span>\u7684\u6570\u636e\u7ed3\u6784\uff0c\u5e76\u88ab\u5fae\u8c03\u4e3adenoiser\uff0c\u5373\u6269\u6563\u6a21\u578b<\/span> (diffusion model)<\/span>\u3002<\/span><\/section>\n

<\/p>\n

RFDiffusion\u4e8e2022\u5e7411\u6708\u53d1\u5e03\uff0c\u662f\u4e00\u4e2a\u9ad8\u5ea6\u590d\u6742\u7684\u7cfb\u7edf\uff0c\u80fd\u591f\u89e3\u51b3\u86cb\u767d\u8d28\u8bbe\u8ba1\u4e2d\u7684\u5927\u91cf\u7279\u5b9a\u4efb\u52a1\u3002\u9488\u5bf9\u5404\u79cd\u6307\u6807\u548c\u57fa\u51c6\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u4e0e\u6700\u5148\u8fdb\u7684\u6a21\u578b\u76f8\u6bd4\uff0cRFDiffusion \u89e3\u51b3\u4e86100%\u4ee5\u4e0a\u7684\u57fa\u51c6\u95ee\u9898 <\/span>(25\u4e2a\u4e2d\u768423\u4e2a)<\/span>\uff0c\u6bd4\u4e4b\u524d\u6700\u5148\u8fdb\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5728\u8bbe\u8ba1\u86cb\u767d\u8d28\u7ed3\u6784\u56fe\u6848\u7684\u652f\u67b6\u65b9\u9762\u591a\u89e3\u51b3\u4e8623\u4e2a\u57fa\u51c6\u95ee\u9898\uff0c\u5e76\u5728\u8bbe\u8ba1\u86cb\u767d\u8d28\u7c98\u5408\u5242\u65b9\u9762\u5b9e\u73b0\u4e8618%\u7684\u6210\u529f\u7387\u3002\u6b64\u5916\uff0cRFDiffusion\u7684\u5b9e\u9a8c\u6210\u529f\u7387\u6839\u636e\u76ee\u6807\u86cb\u767d\u7684\u4e0d\u540c\uff0c\u4ece5\u500d\u5230214\u500d\u4e0d\u7b49\u3002<\/span><\/section>\n

<\/section>\n
\u8be5\u9886\u57df\u7684\u4e00\u4e9b\u4e13\u5bb6\u8ba4\u4e3a\uff0cRFDiffusion\u53ef\u80fd\u662f\u201c\u8fd9\u5341\u5e74\u6765\u7ed3\u6784\u751f\u7269\u5b66\u7684\u6700\u5927\u8fdb\u6b65\u4e4b\u4e00\uff0c\u4e0eAlphaFold\u4e00\u8d77\u201d\uff0c\u8fd9\u4e00\u8fdb\u6b65\u4e3b\u8981\u4f9d\u8d56\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u6700\u65b0\u8fdb\u5c55\u3002<\/span><\/section>\n
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<\/p>\n<\/section>\n

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<\/svg><\/section>\n<\/section>\n<\/section>\n
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\u603b\u7ed3<\/strong><\/strong><\/p>\n<\/section>\n

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

<\/section>\n
\u56fe\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u4e2a\u5feb\u901f\u53d1\u5c55\u7684\u9886\u57df\uff0c\u6709\u8bb8\u591a\u4ee4\u4eba\u5174\u594b\u7684\u53d1\u5c55\uff0c\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u793e\u533a\u5728\u8fc7\u53bb\u51e0\u5e74\u4e2d\u5927\u5e45\u589e\u52a0\u4e86\u5bf9\u8fd9\u4e00\u9886\u57df\u7684\u5173\u6ce8\u3002\u5728\u5de5\u4e1a\u9886\u57df\uff0c\u56fe\u673a\u5668\u5b66\u4e60\u5728\u4e0d\u540c\u9886\u57df\u7684\u5e94\u7528\u76f4\u5230\u6700\u8fd1\u624d\u5f00\u59cb\u51fa\u73b0\uff0cGNN\u4f5c\u4e3aGame Changger\u5df2\u7ecf\u5728\u4e00\u4e9b\u5927\u89c4\u6a21\u90e8\u7f72\u751f\u4ea7\u6a21\u578b\u4e2d\u786e\u7acb\u4e86\u81ea\u5df1\u5730\u4f4d\u3002\u6700\u8fd1\u7684\u5e94\u7528\u6848\u4f8b\u4e3a\u4e00\u7cfb\u5217\u65b0\u7684\u5e94\u7528\u5e26\u6765\u4e86\u673a\u4f1a\uff0c\u8ba9\u6211\u4eec\u770b\u770b\u4eca\u5e74\u8be5\u9886\u57df\u53c8\u4f1a\u7ed9\u6211\u4eec\u5e26\u6765\u54ea\u4e9b\u60ca\u559c\u5427\u3002<\/span><\/section>\n

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\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u7ec4\u5408\u4f18\u5316\u8bfb\u4e66\u4f1a<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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

\u73b0\u5b9e\u4e16\u754c\u4e2d\u5927\u91cf\u95ee\u9898\u7684\u89e3\u51b3\u4f9d\u8d56\u4e8e\u7b97\u6cd5\u7684\u8bbe\u8ba1\u4e0e\u6c42\u89e3\u3002\u4f20\u7edf\u7b97\u6cd5\u7531\u4eba\u7c7b\u4e13\u5bb6\u8bbe\u8ba1\uff0c\u800c\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e0d\u65ad\u53d1\u5c55\uff0c\u7b97\u6cd5\u81ea\u52a8\u5b66\u4e60\u7b97\u6cd5\u7684\u6848\u4f8b\u65e5\u76ca\u589e\u591a\uff0c\u5982\u4ee5\u795e\u7ecf\u7f51\u7edc\u4e3a\u4ee3\u8868\u7684\u7684\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\uff0c\u8fd9\u662f\u7b97\u6cd5\u795e\u7ecf\u5316\u6c42\u89e3\u7684\u7f18\u7531\u3002\u5728\u7b97\u6cd5\u795e\u7ecf\u5316\u6c42\u89e3\u65b9\u5411\u4e0a\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u4e2a\u5f3a\u6709\u529b\u7684\u5de5\u5177\uff0c\u80fd\u591f\u5145\u5206\u5229\u7528\u56fe\u7ed3\u6784\u7684\u7279\u6027\uff0c\u5b9e\u73b0\u5bf9\u9ad8\u590d\u6742\u5ea6\u7b97\u6cd5\u7684\u9ad8\u6548\u8fd1\u4f3c\u6c42\u89e3\u3002\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u590d\u6742\u7cfb\u7edf\u4f18\u5316\u4e0e\u63a7\u5236\u5c06\u4f1a\u662f\u5927\u6a21\u578b\u70ed\u6f6e\u4e4b\u540e\u65b0\u7684\u672a\u6765\u65b9\u5411\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u56fd\u9632\u79d1\u6280\u5927\u5b66\u7cfb\u7edf\u5de5\u7a0b\u5b66\u9662\u526f\u6559\u6388\u8303\u957f\u4fca\u3001\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u52a9\u7406\u6559\u6388\u9ec4\u6587\u70b3\uff0c\u5171\u540c\u53d1\u8d77\u300c\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u7ec4\u5408\u4f18\u5316\u300d\u8bfb\u4e66\u4f1a\uff0c\u805a\u7126\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u7b97\u6cd5\u795e\u7ecf\u5316\u6c42\u89e3\u7684\u76f8\u5173\u9886\u57df\uff0c\u5305\u62ec\u795e\u7ecf\u7b97\u6cd5\u63a8\u7406\u3001\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u6c42\u89e3\u3001\u51e0\u4f55\u56fe\u795e\u7ecf\u7f51\u7edc\uff0c\u4ee5\u53ca\u7b97\u6cd5\u795e\u7ecf\u5316\u6c42\u89e3\u5728 AI for Science \u4e2d\u7684\u5e94\u7528\u7b49\u65b9\u9762\u3002\u8bfb\u4e66\u4f1a\u4ece2023\u5e746\u670814\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u4e09\u665a 19:00-21:00 \u4e3e\u884c\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba18\u5468\u3002\u6b22\u8fce\u611f\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\uff01<\/span><\/section>\n

<\/span><\/section>\n
<\/span><\/a><\/section>\n
<\/span><\/section>\n
\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/section>\n
\u52a0\u901f\u7ecf\u5178\u7b97\u6cd5\u6548\u7387\uff0c\u7a81\u7834\u73b0\u5b9e\u6280\u672f\u74f6\u9888\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u7ec4\u5408\u4f18\u5316\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span>
<\/span><\/section>\n

<\/section>\n

<\/section>\n
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong>\u7814\u7a76\u901f\u9012\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u590d\u6742\u7f51\u7edc\u4e2d\u7684\u4f20\u64ad\u73b0\u8c61<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
2.<\/strong> Barab\u00e1si \u6700\u65b0\u7814\u7a76\uff1a\u5229\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\u52a0\u901f\u7f51\u7edc\u5e03\u5c40<\/a><\/strong><\/span><\/strong><\/section>\n
3.<\/strong><\/strong> Nat. Mach. Intell. \u901f\u9012\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\u5b9e\u73b0\u4e09\u7ef4\u6d41\u4f53\u8fd0\u52a8\u4e2d\u7684\u7c92\u5b50\u8ddf\u8e2a<\/a><\/strong><\/span><\/section>\n
4. \u300a\u5f20\u6c5f\u00b7\u590d\u6742\u79d1\u5b66\u524d\u6cbf27\u8bb2\u300b\u5b8c\u6574\u4e0a\u7ebf\uff01<\/strong><\/a><\/strong><\/strong><\/strong><\/section>\n
<\/strong><\/a><\/strong><\/strong><\/strong><\/section>\n
5. \u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/span><\/strong><\/a><\/strong><\/strong><\/strong><\/strong><\/section>\n
6. <\/strong><\/strong><\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/a><\/strong><\/strong><\/strong><\/span><\/section>\n


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


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

\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/strong><\/section>\n

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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