{"id":20823,"date":"2020-08-24T21:20:45","date_gmt":"2020-08-24T13:20:45","guid":{"rendered":"https:\/\/swarma.org\/?p=20823"},"modified":"2020-08-24T21:20:45","modified_gmt":"2020-08-24T13:20:45","slug":"%e5%9b%be%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e5%89%8d%e6%b2%bf%e7%bb%bc%e8%bf%b0%ef%bc%9a%e5%8a%a8%e6%80%81%e5%9b%be%e7%bd%91%e7%bb%9c","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=20823","title":{"rendered":"\u56fe\u795e\u7ecf\u7f51\u7edc\u524d\u6cbf\u7efc\u8ff0\uff1a\u52a8\u6001\u56fe\u7f51\u7edc"},"content":{"rendered":"
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\u56fe\u795e\u7ecf\u7f51\u7edc\u5df2\u7ecf\u88ab\u5e7f\u6cdb\u7684\u5e94\u7528\u4e8e\u56fe\u7ed3\u6784\u6570\u636e\u7684\u5efa\u6a21\u548c\u8868\u5f81\u5b66\u4e60\uff0c\u4f46\u662f\u4e3b\u6d41\u7684\u7814\u7a76\u90fd\u5c40\u9650\u4e8e\u5904\u7406\u9759\u6001\u7f51\u7edc\u6570\u636e\uff0c\u800c\u771f\u5b9e\u7684\u590d\u6742\u7f51\u7edc\u5927\u591a\u4f1a\u968f\u65f6\u95f4\u53d1\u751f\u7ed3\u6784\u548c\u6027\u8d28\u7684\u6f14\u5316\u3002\u6089\u5c3c\u79d1\u6280\u5927\u5b66\u7684 Katarzyna \u56e2\u961f\u6700\u8fd1\u53d1\u8868\u4e86\u9884\u5370\u672c\u8bba\u6587\uff0c\u5bf9\u5b9e\u9645\u7684\u590d\u6742\u7f51\u7edc\u4ee5\u65f6\u95f4\u5c3a\u5ea6\u8fdb\u884c\u5206\u7c7b\uff0c\u5e76\u4ee5\u6b64\u4e3a\u57fa\u7840\u603b\u7ed3\u4e86\u76ee\u524d\u7528\u4e8e\u8868\u5f81\u52a8\u6001\u590d\u6742\u7f51\u7edc\u6570\u636e\u7684\u5404\u79cd\u56fe\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u8be5\u7efc\u8ff0\u7684\u4f5c\u8005\u662f\u6089\u5c3c\u79d1\u6280\u5927\u5b66\uff08UTC\uff09\u7684 Katarzyna Musial-Gabrys \u56e2\u961f\uff0cKatarzyna \u4e3b\u8981\u5173\u6ce8\u590d\u6742\u7f51\u7edc\u7684\u52a8\u6001\u548c\u6f14\u5316\u7684\u5206\u6790\u4e0e\u7f51\u7edc\u7684\u7ed3\u6784\u548c\u6027\u8d28\u7684\u5efa\u6a21\u3002\u6700\u8fd1\uff0c\u5979\u7684\u56e2\u961f\u5c06\u7cbe\u529b\u96c6\u4e2d\u5728\u5229\u7528\u673a\u5668\u5b66\u4e60\u548c\u53ef\u9884\u6d4b\u6027\u6a21\u578b\u6765\u7814\u7a76\u52a8\u6001\u590d\u6742\u7f51\u7edc\u3002<\/span><\/section>\n

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    \u52a8\u6001\u7f51\u7edc\u7684\u5206\u7c7b\u548c\u8868\u793a\uff1b<\/span><\/section>\n<\/li>\n
  2. \n
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  3. \n
    \u52a8\u6001\u7f51\u7edc\u8868\u5f81\u7684\u89e3\u7801\u4e0e\u7ed3\u6784\u9884\u6d4b\uff1a\u4ee5\u94fe\u8def\u9884\u6d4b\u4e3a\u4f8b\u3002<\/span><\/section>\n<\/li>\n<\/ol>\n

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    1. \u52a8\u6001\u7f51\u7edc\u7684\u5206\u7c7b\u548c\u8868\u793a<\/strong><\/span><\/p>\n

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


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    \u52a8\u6001\uff08Dynamic\uff09\u7f51\u7edc\u4e0e\u9759\u6001\uff08Static\uff09\u7f51\u7edc\u7684\u533a\u522b\u5728\u4e8e\u524d\u8005\u5177\u6709\uff1a1\uff09\u52a8\u6001\u7ed3\u6784\uff0c\u8fde\u8fb9\u548c\u8282\u70b9\u4f1a\u968f\u65f6\u95f4\u6d88\u5931\/\u51fa\u73b0\uff0c2\uff09\u52a8\u6001\u5c5e\u6027\uff0c\u8282\u70b9\u548c\u8fde\u8fb9\u72b6\u6001\u4f1a\u968f\u65f6\u95f4\u800c\u6539\u53d8\u3002\u672c\u6587\u53ea\u8003\u8651\u5177\u6709\u52a8\u6001\u7ed3\u6784\u7684\u52a8\u6001\u7f51\u7edc\u3002\u672c\u5c0f\u8282\u4ece\u65f6\u95f4\u5c3a\u5ea6\u4e0a\u5bf9\u52a8\u6001\u7f51\u7edc\u8fdb\u884c\u533a\u5206\u548c\u8ba8\u8bba\uff0c\u8fd8\u4ecb\u7ecd\u4e86\u52a8\u6001\u7f51\u7edc\u7684\u79bb\u6563\u548c\u8fde\u7eed\u578b\u8868\u793a\u65b9\u6cd5\u3002<\/span><\/section>\n

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    1.1 \u52a8\u6001\u7f51\u7edc\u7684\u5206\u7c7b<\/strong><\/span><\/section>\n<\/h2>\n
    \u7f51\u7edc\u7684\u7ed3\u6784\u7684\u52a8\u6001\u53d8\u5316\u4f53\u73b0\u4e3a\u7f51\u7edc\u8fde\u8fb9\u548c\u8282\u70b9\u7684\u51fa\u73b0\u548c\u6d88\u5931\uff0c\u8fd9\u79cd\u53d8\u5316\u7684\u4e0d\u540c\u51b3\u5b9a\u4e86\u52a8\u6001\u7f51\u7edc\u7684\u6027\u8d28\u3002\u4f8b\u5982\uff0cEmail\u7f51\u7edc\u4e2d\u7684\u65b0\u8fde\u8fb9\uff08\u4e92\u53d1\u90ae\u4ef6\uff09\u77ac\u65f6\u51fa\u73b0\u548c\u6d88\u5931\uff0c\u800c\u6587\u732e\u5f15\u7528\u7f51\u7edc\u4e2d\u7684\u8fde\u8fb9\uff08\u76f8\u4e92\u5f15\u7528\uff09\u51fa\u73b0\u540e\u4fbf\u6c38\u4e0d\u4f1a\u6d88\u5931\u3002\u6839\u636e\u8fd9\u79cd\u53d8\u5316\u7684\u6301\u7eed\u65f6\u95f4\u5bf9\u52a8\u6001\u7f51\u7edc\u8fdb\u884c\u5206\u7c7b\uff0c\u53ef\u4ee5\u533a\u5206\u52a8\u6001\u7f51\u7edc\u7684\u6f14\u5316\u673a\u7406\u3002<\/span><\/section>\n

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    \u5176\u4e2d\uff0c\u4ea4\u4e92\u7f51\u7edc\uff08Interaction networks\uff09 \u548c \u4e25\u683c\u6f14\u5316\u7f51\u8def\uff08Strictly evolving networks\uff09 \u5206\u522b\u4e8e\u4e0a\u8ff0 email \u548c \u6587\u732e\u5f15\u7528\u7f51\u7edc\u7684\u4f8b\u5b50\u5bf9\u5e94\uff0c\u662f\u8fde\u8fb9\u6301\u7eed\u65f6\u95f4\u7684\u4e24\u4e2a\u6781\u7aef\uff1a\u51fa\u73b0\u540e\u77ac\u95f4\u6d88\u5931\u6216\u8005\u6c38\u8fdc\u6301\u7eed\u3002\u8fd9\u4e24\u79cd\u60c5\u51b5\u662f\u6bd4\u8f83\u5bb9\u6613\u533a\u5206\u7684\uff0c\u5728\u63a5\u4e0b\u6765\u7684\u5206\u7c7b\u4e2d\u4e0d\u505a\u8ba8\u8bba\u3002<\/span><\/section>\n

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    \u76f8\u53cd\uff0c\u6f14\u5316\u7f51\u7edc\u7684\u8fde\u8fb9\u4f1a\u6301\u7eed\u663e\u8457\u957f\u7684\u65f6\u95f4\u3002\u5bf9\u4e8e\u8fd9\u79cd\u7f51\u7edc\uff0c\u5982\u679c\u5728\u67d0\u4e00\u65f6\u523b\u5bf9\u5176\u8fdb\u884c\u91c7\u6837\uff0c\u80fd\u591f\u5f97\u5230\u6bd4\u8f83\u5b8c\u6574\u7684\u7f51\u7edc\u7ed3\u6784\u3002\u6bd4\u8f83\u5178\u578b\u7684\u4f8b\u5b50\u5c31\u662f\u96c7\u4f63\u5173\u7cfb\u7f51\u7edc\uff0c\u5176\u4e2d\u7684\u96c7\u4f63\u5173\u7cfb\u4f1a\u6301\u7eed\u82e5\u5e72\u5e74\uff0c \u5bf9\u8be5\u7f51\u7edc\u91c7\u6837\uff0c\u5927\u90e8\u5206\u4eba\u90fd\u4f1a\u7528\u5bf9\u5e94\u7684\u8fde\u8fb9\uff08\u53ea\u8981\u6ca1\u6709\u5931\u4e1a\uff09\u3002<\/span><\/section>\n

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    \u4e0a\u8ff0\u5bf9\u4e8e\u8fde\u8fb9\u8fd9\u79cd\u6301\u7eed\u65f6\u95f4\u957f\u77ed\u7684\u8003\u8651\uff0c\u6709\u52a9\u4e8e\u6211\u4eec\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u6765\u8868\u793a\uff08\u4e0e\u8bb0\u5f55\uff09\u52a8\u6001\u7f51\u7edc\u6570\u636e\u3002<\/span><\/section>\n

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    \u53e6\u5916\u4e00\u65b9\u9762\uff0c\u5bf9\u4e8e\u7f51\u7edc\u7684\u8282\u70b9\uff0c\u672c\u6587\u7b80\u5355\u7684\u5c06\u5176\u5206\u7c7b\u4e3a\u9759\u6001\u548c\u52a8\u6001\u4e24\u7c7b\u3002<\/span><\/section>\n

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    \n
    1.2 \u52a8\u6001\u7f51\u7edc\u7684\u8868\u793a<\/strong><\/span><\/section>\n<\/h2>\n
    \u4f20\u7edf\u7684\u65f6\u5e8f\u6570\u636e\u4e00\u822c\u7528\u79bb\u6563\u548c\u8fde\u7eed\u4e24\u79cd\u65b9\u5f0f\u8868\u793a\u3002\u524d\u8005\u5bf9\u65f6\u95f4\u8f74\u7b49\u8ddd\u53d6\u7a97\u53e3\uff0c\u540c\u4e00\u4e2a\u7a97\u53e3\u5185\u7684\u6570\u636e\u88ab\u805a\u5408\u6210\u4e00\u4e2a\u65f6\u95f4\u6b65\uff0c\u6700\u540e\u7528\u79bb\u6563\u5316\u7684\u65f6\u95f4\u6b65\u6765\u8868\u793a\u8fde\u7eed\u7684\u65f6\u5e8f\u6570\u636e\u3002\u8fde\u7eed\u8868\u793a\u4f1a\u8bb0\u5f55\u6240\u6709\u6570\u636e\u70b9\u7684\u7cbe\u786e\u65f6\u95f4\uff0c\u80fd\u591f\u5b8c\u6574\u4fdd\u5b58\u6240\u6709\u7684\u65f6\u5e8f\u4fe1\u606f\u3002\u7c7b\u4f3c\u7684\uff0c\u52a8\u6001\u7f51\u7edc\u7684\u8868\u793a\u4e5f\u4e3b\u8981\u5206\u4e3a\u79bb\u6563\u548c\u8fde\u7eed\u4e24\u79cd\u5f62\u5f0f\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u52a8\u6001\u7f51\u7edc\u7684\u79bb\u6563\u8868\u793a\u672c\u8d28\u4e0a\u662f\u7528\u6709\u5e8f\u7684\u9759\u6001\u7f51\u7edc\u5e8f\u5217  <\/span>\u6765\u8868\u793a\u52a8\u6001\u7f51\u7edc\u3002\u8be5\u9759\u6001\u7f51\u7edc\u5e8f\u5217\u53ef\u4ee5\u770b\u505a\u662f\u5bf9\u52a8\u6001\u7f51\u7edc\u6309\u7167\u65f6\u95f4\u6b65\u5728\u65f6\u95f4\u8f74\u4e0a\u7684\u4e00\u7cfb\u5217\u5feb\u7167\uff08Snapshot\uff09\uff08\u4e5f\u53ef\u4ee5\u8868\u793a\u6210\u591a\u5c42\u7f51\u7edc\u6216\u5f20\u91cf\uff09\u3002\u8fd9\u79cd\u8868\u793a\u65b9\u6cd5\u7b80\u5355\u3001\u76f4\u89c2\uff0c\u5e76\u4e14\u53ef\u4ee5\u65e0\u75db\u7684\u5229\u7528\u5904\u7406\u9759\u6001\u7f51\u7edc\u7684 GNN \u6765\u5904\u7406\u8fd9\u4e9b\u5feb\u7167\uff0c\u4ece\u800c\u5b8c\u6210\u5bf9\u52a8\u6001\u7f51\u7edc\u6570\u636e\u7684\u5904\u7406\u3002\u4f46\u662f\u8fd9\u79cd\u8868\u793a\u65b9\u6cd5\u5fc5\u7136\u4f1a\u635f\u5931\u7f51\u7edc\u7684\u65f6\u5e8f\u4fe1\u606f\uff0c\u800c\u4e14\u65f6\u95f4\u6b65\u957f\u7684\u9009\u62e9\u8fd8\u4e0d\u80fd\u517c\u987e\u8ba1\u7b97\u6548\u7387\u548c\u7cbe\u5ea6\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u52a8\u6001\u7f51\u7edc\u7684\u8fde\u7eed\u8868\u793a\u81f4\u529b\u4e8e\u8bb0\u5f55\u6240\u6709\u52a8\u6001\u53d8\u6362\uff08\u6216\u79f0Event\uff09\u7684\u5f00\u59cb\u548c\u7ed3\u675f\u65f6\u95f4\uff0c\u4ece\u800c\u4fdd\u7559\u6240\u6709\u7684\u65f6\u5e8f\u4fe1\u606f\u3002\u4e3b\u8981\u5206\u4e3a3\u79cd\u5f62\u5f0f\uff1a<\/span><\/section>\n
    1\uff09\u6f14\u5316\u7f51\u7edc\u53ef\u4ee5\u8868\u793a\u4e3a\u4e00\u7cfb\u5217\u56db\u5143\u7ec4\u7684\u96c6\u5408  <\/span>      \uff0c\u96c6\u5408\u4e2d\u7684\u5143\u7d20\u8bb0\u5f55\u7740\u5404\u6761\u52a8\u6001\u8fde\u8fb9\u7684\u4e24\u4e2a\u7aef\u70b9\u3001\u51fa\u73b0\u65f6\u95f4\u548c\u6301\u7eed\u65f6\u95f4\u3002\u8fd9\u79cd\u8868\u793a\u65b9\u6cd5\u79f0\u4e3a”\u57fa\u4e8e\u4e8b\u4ef6\u7684\u8868\u793a”\uff1b<\/span><\/section>\n
    2\uff09\u5982\u679c\u8fde\u8fb9\u6301\u7eed\u65f6\u95f4\u592a\u77ed\u6216\u8005\u4e0d\u91cd\u8981\uff0c\u8fd8\u53ef\u4ee5\u6839\u636e\u9700\u8981\u4e0d\u8bb0\u5f55\u6301\u7eed\u65f6\u95f4\uff0c\u8fd9\u6837\u7684\u5e8f\u5217\u8868\u793a  <\/span>   \u79f0\u4e3a\u201c\u63a5\u89e6\u5e8f\u5217\u201d\uff1b<\/span><\/section>\n
    3\uff09\u5f53\u5177\u4f53\u65f6\u95f4\u4e0d\u91cd\u8981\uff0c\u53ea\u6709\u76f8\u5bf9\u65f6\u95f4\u91cd\u8981\u65f6\uff0c\u53ef\u4ee5\u7b80\u5355\u7684\u7528\u6709\u5e8f\u8fde\u8fb9\u5e8f\u5217        <\/span>\u6765\u8868\u793a\u52a8\u6001\u7f51\u7edc\uff0c\u8fd9\u79cd\u8868\u793a\u79f0\u4e3a\u201c\u6d41\u56fe\uff08Graph stream\uff09\u201d\u3002<\/span><\/section>\n

    <\/section>\n
    \u5177\u4f53\u4f7f\u7528\u54ea\u79cd\u8868\u793a\u65b9\u6cd5\u548c\u5b9e\u9645\u7684\u6570\u636e\u5df2\u7ecf\u7814\u7a76\u7684\u4fa7\u91cd\u70b9\u6709\u5173\u3002\u8fde\u7eed\u5316\u7684\u8868\u793a\u867d\u7136\u80fd\u591f\u6700\u5927\u7a0b\u5ea6\u4e0a\u7684\u4fdd\u7559\u65f6\u5e8f\u4fe1\u606f\uff0c\u4f46\u662f\u5374\u4f7f\u5f97\u6570\u636e\u96be\u4ee5\u5904\u7406\uff0c\u4e0d\u80fd\u7b80\u5355\u7684\u632a\u7528\u9759\u6001\u7f51\u7edc\u7684\u8868\u5f81\u65b9\u6cd5\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u6b64\u5916\uff0c\u5230\u5e95\u5e94\u8be5\u5c06\u4e00\u4e2a\u5b9e\u9645\u7684\u52a8\u6001\u7f51\u7edc\u8868\u793a\u6210\u79bb\u6563\u7684\u6216\u662f\u8fde\u7eed\u7684\uff0c\u9664\u4e86\u4e0a\u9762\u7684\u8003\u91cf\uff0c\u8fd8\u5fc5\u987b\u8be5\u7f51\u7edc\u672c\u8eab\u7684\u52a8\u6001\u7279\u6027\u3002\u5bf9\u4e8e\u65f6\u5e8f\u7f51\u7edc\uff0c\u7528\u8fde\u7eed\u8868\u793a\u66f4\u5408\u9002\uff1b\u5bf9\u4e8e\u6f14\u5316\u7f51\u7edc\uff0c\u7528\u79bb\u6563\u8868\u793a\u66f4\u65b9\u4fbf\u3002\u8bfb\u8005\u53ef\u4ee5\u601d\u8003\u4e0b\u5176\u4e2d\u7f18\u7531\u3002<\/span><\/section>\n

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

    \n

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

    2. \u52a8\u6001\u56fe\u795e\u7ecf\u7f51\u7edc\uff08DGNN\uff09<\/strong><\/span><\/p>\n

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


    <\/section>\n<\/h1>\n
    \u672c\u6587\u8003\u8651\u7684\u56fe\u795e\u7ecf\u7f51\u7edc\u7279\u6307\u5177\u6709\u9886\u57df\u805a\u5408\u64cd\u4f5c\u7684GNN\uff0c\u5c5e\u4e8e\u7f51\u7edc\u8868\u793a\u5b66\u4e60\u7684\u4e00\u4e2a\u5b50\u65b9\u5411\u3002\u8bfb\u8005\u60f3\u4e86\u89e3\u6574\u4e2a\u56fe\u8868\u793a\u5b66\u4e60\u9886\u57df\u5bf9\u4e8e\u52a8\u6001\u7f51\u7edc\u7684\u7814\u7a76\uff0c\u53ef\u4ee5\u53c2\u800319\u5e74\u53d1\u8868\u4e8e Journal of Machine Learning Research \u7684\u7efc\u8ff0\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u4e0a\u4e00\u5c0f\u8282\u8bf4\u5230\u52a8\u6001\u7f51\u7edc\u4e00\u822c\u53ef\u4ee5\u8868\u793a\u4e3a\u79bb\u6563\u548c\u8fde\u7eed\u4e24\u79cd\u5f62\u5f0f\uff0c\u90a3\u4e48\u6309\u7167\u80fd\u5904\u7406\u54ea\u4e9b\u4e0d\u540c\u5f62\u5f0f\u7684\u52a8\u6001\u7f51\u7edc\u6570\u636e\uff0c\u53ef\u4ee5\u5c06\u76ee\u524d\u7684\u52a8\u6001\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u5de5\u4f5c\u4e3b\u8981\u5206\u4e3a\u79bb\u6563\u548c\u8fde\u7eed\u4e24\u5927\u7c7b\uff0c\u5176\u4e2d\u53c8\u4e3b\u8981\u4ee5\u5904\u7406\u79bb\u6563\u6570\u636e\u7684\u5de5\u4f5c\u5c45\u591a\u3002\u4e0b\u56fe\u4e2d\u8fd8\u6709\u4e00\u4e2a\u5206\u7c7b\uff0c\u4f2a\u52a8\u6001\uff08Pseudo-dynamic\uff09\uff0c\u8fd9\u7c7b\u795e\u7ecf\u7f51\u7edc\u867d\u7136\u5efa\u6a21\u4e86\u52a8\u6001\u8fc7\u7a0b\uff0c\u4f46\u4e0d\u4f1a\u88ab\u7528\u6765\u62df\u5408\u771f\u5b9e\u6570\u636e\uff0c\u6240\u4ee5\u4e0b\u6587\u4e0d\u518d\u8003\u8651\u3002\u5177\u4f53\u5de5\u4f5c\u53ef\u53c2\u8003 Da Xu \u7b49\u4eba19\u5e74\u7684\u5de5\u4f5c\u3002<\/span><\/section>\n

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

    <\/p>\n

    \u56fe3\uff1a\u5bf9\u4e8e\u52a8\u6001\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u5206\u7c7b<\/span><\/strong><\/span><\/p>\n

    \n

    <\/section>\n

    <\/section>\n
    2.1 \u79bb\u6563\u7684DGNN<\/strong><\/span><\/section>\n<\/h2>\n
    \u987e\u540d\u601d\u4e49\uff0c\u79bb\u6563 DGNN \u662f\u7528\u6765\u5904\u7406\u79bb\u6563\u8868\u793a\u7684\u7f51\u7edc\u6570\u636e\u7684\u6846\u67b6\u3002\u8be5\u7c7b\u6846\u67b6\u5206\u4e3a\u4e24\u4e2a\u5173\u952e\u6a21\u5757\uff1a1\uff09\u5bf9\u4e8e\u5355\u4e2a\u65f6\u95f4\u6b65\u7684\u9759\u6001\u7f51\u7edc\uff0c\u4e00\u822c\u76f4\u63a5\u91c7\u7528\u7ecf\u5178 GCN\u3001GAT \u7b49\u9759\u6001 GNN \u6a21\u578b\uff1b2\uff09\u5bf9\u4e8e\u79bb\u6563\u65f6\u5e8f\u4fe1\u606f\u7684\u6355\u83b7\u4e00\u822c\u91c7\u7528 RNN \u67b6\u6784\u3002\u4e5f\u53ef\u4ee5\u81ea\u6ce8\u610f\u529b\u67b6\u6784\u6765\u6355\u83b7\u65f6\u5e8f\u4fe1\u606f\u3002<\/span><\/section>\n

    <\/span><\/section>\n
    \u5982\u4e0a\u56fe\u6240\u793a\uff0c\u91c7\u7528 GNN+RNN \u7684\u79bb\u6563 DGNN \u67b6\u6784\u7684\u5de5\u4f5c\u4e3b\u8981\u5206\u4e3a\u4e24\u7c7b\uff0c\u5176\u4e00\u79f0\u4e3a\u5806\u53e0\u52a8\u6001\u56fe\u7f51\u7edc\uff08Stacked dynamic gnn\uff09\uff0c\u5176\u4e8c\u79f0\u4e3a\u6574\u5408\u52a8\u6001\u56fe\u7f51\u7edc\uff08Intergrated dynamic gnn\uff09\u3002\u4e24\u8005\u7684\u4e3b\u8981\u533a\u522b\u5728\u4e8e\u5982\u4f55\u628a GNN \u6a21\u5757\u548c RNN \u7684\u6a21\u5757\u76f8\u4e92\u6574\u5408\u3002<\/span><\/section>\n

    <\/section>\n

    <\/section>\n

    \n
    2.1.1 \u5806\u53e0\u52a8\u6001\u56fe\u7f51\u7edc<\/span><\/strong><\/section>\n<\/h3>\n
    \u5806\u53e0\u52a8\u6001\u56fe\u7f51\u7edc\u7684\u57fa\u672c\u601d\u8def\u662f\uff1a\u7528 GNN \u7f16\u7801\u5355\u4e2a\u65f6\u523b\u7684\u56fe\u7684\u4fe1\u606f\uff0c\u518d\u7528 RNN \uff08\u4e00\u822c\u4f7f\u7528LSTM\uff09\u7684\u95e8\u63a7\u673a\u5236\u5b8c\u6210\u56fe\u4fe1\u606f\u5728\u65f6\u95f4\u8f74\u4e0a\u7684\u4f20\u9012\u548c\u7f16\u7801\u3002\u6574\u4f53\u7ed3\u6784\u7531 GNN \u4e0e RNN \u4f9d\u6b21\u5806\u53e0\u800c\u6210\u3002\u6700\u7b80\u5355\u7684\u5f62\u5f0f\u5982\u4e0b\uff1a<\/span><\/section>\n

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

    <\/p>\n


    <\/span><\/section>\n
    \u5176\u4e2d GNN \u7528\u6765\u5904\u7406\u65f6\u523bt\u65f6\u523b\u7684\u9759\u6001\u7f51\u7edc\uff0c\u7ed3\u5408 RNN \u7684\u9690\u72b6\u6001\u6765\u66f4\u65b0\u8282\u70b9\u7684\u8868\u793a\u3002\u5176\u4e2d f() \u8868\u793a RNN \u7ed3\u6784\u3002Youngjoo \u7b49\u4eba\u572818\u5e74\u7684\u5de5\u4f5c\u4ecb\u7ecd\u4e86\u4e0a\u8ff0\u6846\u67b6\u6700\u65e9\u7684\u4e00\u4e2a\u7248\u672c\uff0c\u5229\u7528\u4e86 GNN \u548c peehole LSTM\uff1a<\/span><\/section>\n

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

    <\/p>\n


    <\/span><\/section>\n
    \u5f53\u7136\uff0c\u5728\u4e0a\u8ff0\u57fa\u672c\u601d\u8def\u7684\u6307\u5bfc\u4e0b\uff0c\u5806\u53e0\u52a8\u6001\u56fe\u7f51\u7edc\u53ef\u4ee5\u6709\u5f88\u591a\u53d8\u4f53\u3002\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u7528\u4e0d\u540c\u7684 GNN \u6216 RNN \u6a21\u578b\uff0c\u4e0d\u540c\u8282\u70b9\u4e4b\u95f4\u4e0d\u5171\u4eab RNN \u53c2\u6570\uff0c\u4ee5\u53ca\u7528\u81ea\u6ce8\u610f\u529b\u673a\u5236\u4ee3\u66ff RNN \u7b49\u7b49\u3002\u6709\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u53c2\u8003\u7efc\u8ff0\u539f\u6587\uff0c\u7b14\u8005\u4e0d\u518d\u8d58\u8ff0\u3002<\/span><\/section>\n

    <\/section>\n

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

    \n
    2.1.2 \u6574\u5408\u52a8\u6001\u56fe\u7f51\u7edc<\/span><\/strong><\/section>\n<\/h3>\n
    \u6574\u5408\u52a8\u6001\u56fe\u7f51\u7edc\u7684\u57fa\u672c\u601d\u8def\u662f\u5c06 GNN \u6a21\u5757\u548c RNN\u7684\u76f8\u4e92\u6574\u5408\u5230\u540c\u4e00\u67b6\u6784\u4e2d\uff1a\u4e00\u65b9\u9762\u53ef\u4ee5\u7528\u56fe\u5377\u79ef\u66ff\u4ee3 RNN \u4e2d\u7ebf\u6027\u53d8\u6362\u6a21\u5757\uff0c\u6216\u8005\u53ef\u4ee5\u7528RNN\u6765\u63a7\u5236GNN\u5728\u4e0d\u540c\u65f6\u95f4\u6b65\u7684\u53c2\u6570\u3002\u6709\u4e24\u4e2a\u6bd4\u8f83\u5178\u578b\u7684\u5de5\u4f5c\uff1a<\/span><\/section>\n
    \u5176\u4e00\u662f\u4eff\u7167\u5377\u79ef\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc convLSTM\uff0c\u53ea\u4e0d\u8fc7\u5c06 LSTM \u4e2d\u7684\u7ebf\u6027\u53d8\u6362\u7528\u56fe\u5377\u79ef\u64cd\u4f5c\u4ee3\u66ff\uff0c\u5982\u4e0b\u6240\u793a\uff0c*\u8868\u793a\u56fe\u5377\u79ef\u3002\u8fd9\u79cdLSTM\u7684\u53d8\u5f62\u5929\u7136\u5c31\u53ef\u4ee5\u5904\u7406\u56fe\u6570\u636e\u7ec4\u6210\u7684\u65f6\u95f4\u5e8f\u5217\u3002<\/span><\/section>\n

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

    <\/p>\n


    <\/section>\n
    \u5176\u4e8c\u662f19\u5e74\u63d0\u51fa\u7684 EvolveGCN\u3002\u8be5\u5de5\u4f5c\u7684\u51fa\u53d1\u70b9\u5f88\u6734\u7d20\uff0c\u8ba4\u4e3a\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u7684 GCN \u7684\u53c2\u6570\u4e5f\u5e94\u8be5\u968f\u7740\u65f6\u95f4\u6f14\u5316\uff08\u4e0d\u540c\uff09\u3002\u4ed6\u4eec\u7528 RNN \u6765\u63a7\u5236\u548c\u66f4\u65b0 GCN \u5728\u4e0d\u540c\u65f6\u95f4\u6b65\u7684\u53c2\u6570\uff0c\u5982\u4e0b\u56fe\u3002<\/span><\/section>\n

    <\/p>\n

    \u56fe4\uff1aEvolveGCN\u7684\u67b6\u6784\u793a\u610f\u56fe<\/span><\/strong><\/span><\/section>\n


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

    \u5176\u4e2d GCN \u7684\u53c2\u6570\u53ef\u4ee5\u770b\u4f5c RNN \u7684\u9690\u72b6\u6001\u6216\u8005\u8f93\u51fa\uff0c\u6839\u636e\u8fd9\u4e2a\u601d\u8def\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e24\u79cd\u53d8\u4f53\uff0c\u5206\u522b\u7528 RNN \u7684\u9690\u72b6\u6001\uff08EGCU-H\uff09\u548c\u8f93\u51fa\uff08EGCU-O\uff09\u6765\u63a7\u5236\u6bcf\u4e00\u6b65 GCN \u7684\u53c2\u6570\uff0c \u5982\u4e0b\u6240\u793a\uff1a<\/span><\/section>\n

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

    <\/span><\/section>\n
    \u53e6\u5916\uff0c\u8fd8\u6709\u4e00\u4e9b\u5229\u7528 Autoencoder \u548c VGAE \u5df2\u7ecf GAN \u6765\u5b8c\u6210\u79bb\u6563\u52a8\u6001\u56fe\u8868\u5f81\u7684\u5de5\u4f5c\uff0c\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u53c2\u8003\u539f\u6587\uff0c\u6b64\u5904\u4e0d\u518d\u8d58\u8ff0\u3002<\/span><\/section>\n

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

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

    \n
    2.2 \u8fde\u7eed\u7684DGNN<\/strong><\/span><\/section>\n<\/h2>\n
    \u5bf9\u4e8e\u8fde\u7eed\u8868\u793a\u7684\u52a8\u6001\u7f51\u7edc\uff0c\u76ee\u524d\u7684\u5de5\u4f5c\u4e5f\u4e3b\u8981\u96c6\u4e2d\u5728\u4e24\u65b9\u9762\uff1a\u5176\u4e00\u662f\u57fa\u4e8e RNN \u7684\u6846\u67b6\uff0c\u8282\u70b9\u7684\u8868\u5f81\u4fe1\u606f\u7531 RNN \u6765\u4f20\u9012\u548c\u7ef4\u6301\uff1b\u5176\u4e8c\u662f\u57fa\u4e8e\u65f6\u5e8f\u70b9\u5e8f\u5217\uff08Temporal point process, TTP\uff09\u7684\u6846\u67b6\uff0c\u901a\u8fc7\u7528 NN \u53c2\u6570\u5316 TTP \u6765\u5b8c\u6210\u5bf9\u6570\u636e\u7684\u62df\u5408\u3002<\/span><\/section>\n

    <\/span><\/section>\n
    1\uff09\u57fa\u4e8e RNN \u7684\u6846\u67b6\uff1a\u8fd9\u7c7b\u5de5\u4f5c\u7684\u51fa\u53d1\u70b9\u5f88\u8d28\u6734\uff0c\u8ba4\u4e3a\u53ea\u8981\u6709\u4e00\u4e2a\u53d8\u5316 (Or event) \u53d1\u751f\uff0c \u90a3\u4e48\u53c2\u4e0e\u53d8\u6362\u7684\u8282\u70b9\u4e5f\u9700\u8981\u66f4\u65b0\uff0c\u4f7f\u5f97\u8282\u70b9\u7684\u5d4c\u5165\u6301\u7eed\u7684\u66f4\u65b0\u3002\u8fd9\u79cd\u6846\u67b6\u4e0b\u4e3b\u8981\u6709\u4e24\u4e2a\u5de5\u4f5c\uff0c\u5176\u4e00\u662f18\u5e74\u4eac\u4e1c\u7684\u57fa\u4e8e\u6d41\u56fe\u7684\u5de5\u4f5c\uff0c\u4ed6\u4eec\u7684\u6846\u67b6\u901a\u8fc73\u90e8\u5206:\uff08i) interact uint,  (ii) update\/propagate unit,  (iii) merge unit\uff0c\u5b8c\u6210\u5bf9\u4e00\u4e2a event \u5bf9\u8282\u70b9\u5d4c\u5165\u7684\u66f4\u65b0\u3002\u5176\u4e2d\u6838\u5fc3\u7ec4\u4ef6\u662f update\/propagate \u90e8\u5206\uff0c\u4ed6\u4eec\u5229\u7528\u4e86\u65f6\u95f4\u611f\u77e5 LSTM \u5b8c\u6210\u8be5\u90e8\u5206\u7684\u5efa\u6a21\uff1b\u7b2c\u4e8c\u4e2a\u5de5\u4f5c\u662f\u65af\u5766\u798f\u5927\u5b66 Jure \u572819\u5e74\u7684\u5de5\u4f5cJODIE\uff0c\u4ed6\u4eec\u8003\u8651\u7684\u662f\u987e\u5ba2u\u548c\u5546\u54c1i\u7684\u4e8c\u5206\u56fe\uff0c\u5229\u7528\u4e24\u4e2a RNN \u5206\u522b\u63a7\u5236\u987e\u5ba2\u548c\u5546\u54c1\u8282\u70b9\u7684\u65f6\u5e8f\u4fe1\u606f\u3002\u65b0\u7684\u4ea4\u6613\u53d1\u751f\u540e\uff0c\u7acb\u5373\u66f4\u65b0\u5bf9\u5e94\u7684\u5546\u54c1\u548c\u7528\u6237\u8282\u70b9\u7279\u5f81\uff1a<\/span><\/section>\n

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

    <\/p>\n


    <\/p>\n

    2\uff09\u57fa\u4e8e TTP \u7684\u6846\u67b6\uff1a\u65f6\u5e8f\u70b9\u5e8f\u5217\uff08TTP) \u662f\u5efa\u6a21\u5f02\u6b65\u65f6\u95f4\u5e8f\u5217\u7684\u4f20\u7edf\u6a21\u578b\u3002\u800c\u8fde\u7eed\u52a8\u6001\u7f51\u7edc\u662f\u4e00\u79cd\u5178\u578b\u7684\u8fde\u7eed\u65f6\u95f4\u57df\u4e0a\u7684\u5f02\u6b65\u5e8f\u5217\u300219\u5e74\u7684\u5de5\u4f5c DyRep \u5229\u7528 NN \u6765\u53c2\u6570\u5316 TTP\uff0c\u4f7f\u5176\u901a\u8fc7\u4f18\u5316\u540e\u80fd\u591f\u6355\u83b7\u7f51\u7edc\u7ed3\u6784\u6f14\u5316\u7684\u52a8\u6001\u548c\u8282\u70b9\u7684\u52a8\u6001\uff0c\u901a\u8fc7\u540c\u65f6\u5efa\u6a21\u8fd9\u4e24\u4e2a\u534f\u540c\u6f14\u5316\u7684\u8fc7\u7a0b\uff0cDyRep\u80fd\u53d6\u5f97\u66f4\u52a0\u4e30\u5bcc\u7684\u7f51\u7edc\u8868\u5f81\u7ed3\u679c\u3002DyRep\u8fd8\u662f\u552f\u4e00\u80fd\u591f\u9884\u6d4b\u4e8b\u4ef6\u53d1\u751f\u65f6\u95f4\u7684\u6846\u67b6\uff08\u5176\u4ed6\u53ea\u80fd\u9884\u6d4b\u4e8b\u4ef6\u65f6\u5019\u53d1\u751f\uff09\u3002\u8fd1\u671f\u7684\u5de5\u4f5c\u4e5f\u6709\u5c1d\u8bd5\u7528 NRI \u548c\u81ea\u6ce8\u610f\u529b\u6765\u66f4\u597d\u7684\u5efa\u6a21 TTP \u8fc7\u7a0b\u3002\u540c\u65f6\uff0c\u5176\u4ed6\u7684\u65f6\u5e8f\u6a21\u578b\u4e5f\u88ab\u5c1d\u8bd5\u7528\u6765\u5efa\u6a21\u52a8\u6001\u7f51\u7edc\uff0c\u6bd4\u598220\u5e74\u7684\u5de5\u4f5c GHN \u4fbf\u662f\u4f7f\u7528\u4e86 Hawkes \u6a21\u578b\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u603b\u7684\u6765\u8bf4\uff0c\u8fde\u7eed DGNN \u76ee\u524d\u53ea\u80fd\u5904\u7406\u7279\u5b9a\u7684\u51e0\u79cd\u8fde\u7eed\u52a8\u6001\u7f51\u7edc\uff0c\u6bd4\u5982\u4ea4\u4e92\u7f51\u7edc\u548c\u6d41\u56fe\u7f51\u7edc\uff0c\u66f4\u52a0\u901a\u7528\u3001\u80fd\u591f\u89e3\u51b3\u66f4\u591a\u95ee\u9898\u7684 DGNN \u8fd8\u6709\u5f85\u5f00\u53d1\u3002<\/span><\/section>\n
     <\/span><\/section>\n


    <\/span><\/h1>\n
    \n
    \n
    \n
    \n
    <\/p>\n

    3. \u52a8\u6001\u7f51\u7edc\u8868\u5f81\u7684\u89e3\u7801\u4e0e\u7ed3\u6784\u9884\u6d4b<\/strong><\/span><\/p>\n

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


    <\/span><\/section>\n
    \u7efc\u8ff0\u6700\u540e\u8fd8\u4ee5\u52a8\u6001\u94fe\u8def\u9884\u6d4b\u8fd9\u4e2a\u4efb\u52a1\u4e3a\u4f8b\uff0c\u603b\u7ed3\u4e86\u5982\u4f55\u8bbe\u8ba1\u89e3\u7801\u5668\u548c\u635f\u5931\u51fd\u6570\uff0c\u8fdb\u800c\u5229\u7528\u4e0a\u8ff0\u7684 DGNN \u6846\u67b6\u7684\u8868\u5f81\u7ed3\u679c\u6765\u5b8c\u6210\u52a8\u6001\u94fe\u8def\u9884\u6d4b\u4efb\u52a1\u3002\u8fd9\u90e8\u5206\u4e3b\u8981\u5c31\u662f\u5982\u4f55\u8fdb\u884c\u8d1f\u91c7\u6837\u548c\u8ba1\u7b97\u6a21\u578b\u7684\u7ea6\u675f\u9879\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u53c2\u770b\u539f\u6587\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    \u53e6\u5916\uff0c\u4f5c\u8005\u8fd8\u5f3a\u8c03\u4e86\u94fe\u8def\u9884\u6d4b\u4efb\u52a1\u662f\u4e00\u4e2a\u7c7b\u522b\u6781\u5ea6\u4e0d\u5e73\u8861\u7684\u5206\u7c7b\u4efb\u52a1\uff0c\u6240\u4ee5\u5728\u9009\u62e9\u6027\u80fd\u6307\u6807\u65f6\u5fc5\u987b\u8c28\u614e\u3002\u4f5c\u8005\u4e5f\u603b\u7ed3\u4e86\u90e8\u5206\u53ef\u7528\u7684\u6027\u80fd\u6307\u6807\uff0c\u4ecb\u7ecd\u5982\u4e0b\uff1a<\/span><\/section>\n
    1\uff09AUC\uff1a\u5e38\u89c1\u7684\u5206\u7c7b\u6027\u80fd\u5ea6\u91cf\uff1b<\/span><\/section>\n
    2\uff09AUC\u7684\u6539\u8fdb\u7248\u672cPRAUC\uff1aYang\u7b49\u4eba\u53d1\u73b0\u7528 AUC \u4f5c\u4e3a\u94fe\u8def\u9884\u6d4b\u7684\u6027\u80fd\u6307\u6807\u65f6\uff0c\u56e0\u4e3a\u94fe\u8def\u9884\u6d4b\u7684\u7c7b\u522b\u4e0d\u5e73\u8861\u7279\u70b9\uff0cAUC\u4e0d\u592a\u5177\u6709\u533a\u5206\u5ea6\uff0c\u4ed6\u4eec\u63d0\u51fa\u53ef\u4ee5\u7528 Percision \u548c Recall \u5206\u522b\u4f5c\u4e3a\u6a2a\u7eb5\u5750\u6807\uff0c\u8ba1\u7b97\u5176\u4e0b\u7684\u9762\u79ef PRAUC \u6765\u4ee3\u66ff\u4f20\u7edf\u7684AUC\uff1b<\/span><\/section>\n
    3\uff09Precision@K\uff1a\u8be5\u6307\u6807\u80fd\u591f\u514b\u670d AUC \u5bf9\u4e8e\u9608\u503c\u7684\u654f\u611f\u9020\u6210\u7684\u4e0d\u7a33\u5b9a\uff0c\u4f46\u662fk\u503c\u4e0d\u5bb9\u6613\u9009\u62e9\uff1b<\/span><\/section>\n
    4\uff09GMAUC\uff1aJunuthula\u8fdb\u4e00\u6b65\u6539\u8fdbAUC\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u52a8\u6001\u94fe\u8def\u9884\u6d4b\u4efb\u52a1\u53ef\u4ee5\u5206\u89e3\u4e24\u4e2a\u5b50\u4efb\u52a1\uff0c\u5176\u4e00\u662f\u9884\u6d4b\u5df2\u7ecf\u51fa\u73b0\u8fc7\u7684\u8fde\u8fb9\u7684\u6d88\u5931\/\u590d\u73b0\uff0c\u5176\u4e8c\u662f\u9884\u6d4b\u672a\u51fa\u73b0\u8fc7\u7684\u8fde\u8fb9\u3002\u7b2c\u4e00\u4e2a\u4efb\u52a1\u6ca1\u6709\u7c7b\u522b\u4e0d\u5e73\u8861\u7684\u95ee\u9898\uff0c\u53ef\u4ee5\u7528 AUC \u5ea6\u91cf\uff1b\u800c\u540e\u8005\u9700\u8981\u7528PRAUC\u3002\u7efc\u5408\u4e24\u8005\uff0c\u4ed6\u4eec\u63d0\u51fa\u66f4\u52a0\u7efc\u5408\u7684\u5ea6\u91cf\u6307\u6807GMAUC\uff1a<\/span><\/section>\n

     <\/span><\/p>\n


    <\/p>\n


    <\/p>\n

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

    4. \u9644\u5f55<\/strong><\/span><\/p>\n

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


    <\/section>\n
    \u4e0a\u8ff0\u6240\u6709\u7684DGNN\uff0c\u53ca\u5176\u80fd\u591f\u5904\u7406\u7684\u52a8\u6001\u7f51\u7edc\u4efb\u52a1\u548c\u7c7b\u578b\u6574\u7406\u5982\u4e0b\u8868\uff1a<\/span><\/section>\n

    <\/span><\/section>\n
    \u88681\uff1a\u4e0a\u8ff0\u6240\u6709\u7684DGNN\u53ca\u5176\u80fd\u591f\u5904\u7406\u7684\u52a8\u6001\u7f51\u7edc\u4efb\u52a1\u548c\u7c7b\u578b\uff1a<\/span><\/strong><\/span><\/section>\n
    <\/section>\n


    <\/p>\n

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

    \n
    \n
    \n

    \u4f5c\u8005\uff1a\u9ad8\u98de
    <\/span><\/p>\n

    \u7f16\u8f91\uff1a\u5f20\u723d<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n


    <\/p>\n


    <\/p>\n

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

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

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


    <\/section>\n
    \u65af\u5766\u798fICLR2019\u56fe\u7f51\u7edc\u6700\u65b0\u8bba\u6587\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u8868\u5f81\u80fd\u529b\u6709\u591a\u5f3a\uff1f<\/span><\/strong><\/a><\/section>\n
    DeepMind\u518d\u53d1Nature\u89e3\u51b3\u7269\u7406\u96be\u9898\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\u5c55\u793a\u5f3a\u5927\u80fd\u529b<\/span><\/strong><\/a>
    <\/section>\n
    \u642d\u5efa\u56fe\u4e0e\u7f51\u7edc\u4e4b\u95f4\u7684\u6865\u6881\uff1a\u7f51\u7edc\u79d1\u5b66\u7684\u4e0b\u4e00\u4e2a\u7a81\u7834\u5728\u54ea\u91cc\uff1f<\/span><\/strong><\/a>
    <\/section>\n
    \u8d85\u8d8a\u7b80\u5355\u89c4\u5219\u2014\u2014\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\u5bf9\u590d\u6742\u7cfb\u7edf\u8fdb\u884c\u81ea\u52a8\u5efa\u6a21<\/span><\/strong><\/a><\/section>\n
    \u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a>
    <\/section>\n

    <\/section>\n

    <\/section>\n
    \n


    <\/p>\n


    <\/p>\n

    \n
    \n
    \n
    \n
    \n
    \n

    \u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n

    \u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org
    <\/span><\/strong><\/p>\n

    \n

    \u25c6 <\/span>\u25c6 <\/span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n

    \u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n


    <\/p>\n

    \u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n

    \n

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

    \u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

    \n
    \n
    \n
    \n
    \n
    \n
    \n

    <\/section>\n
    \ud83d\udc47\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u83b7\u53d6\u5b8c\u6574\u8bba\u6587\u8d44\u6599<\/span>\u6e05\u5355<\/span><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section><\/div>\n","protected":false},"excerpt":{"rendered":"

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