{"id":21524,"date":"2020-10-31T20:37:08","date_gmt":"2020-10-31T12:37:08","guid":{"rendered":"https:\/\/swarma.org\/?p=21524"},"modified":"2020-10-31T20:37:08","modified_gmt":"2020-10-31T12:37:08","slug":"%e5%a4%8d%e6%9d%82%e7%bd%91%e7%bb%9c%e5%8a%a8%e5%8a%9b%e5%ad%a6%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e8%87%aa%e5%8a%a8%e5%bb%ba%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=21524","title":{"rendered":"\u590d\u6742\u7f51\u7edc\u52a8\u529b\u5b66\u673a\u5668\u5b66\u4e60\u81ea\u52a8\u5efa\u6a21"},"content":{"rendered":"
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\u672c\u6587\u8981\u4ecb\u7ecd\u7684\u8bba\u6587\u300aNeural Dynamics on Complex Networks\u300b\uff0c\u7531\u5eb7\u5948\u5c14\u5927\u5b66\u81e7\u627f\u7199\u535a\u58eb\u5b8c\u6210\u3002\u8bba\u6587\u7684\u5173\u6ce8\u70b9\u4fbf\u662f\u7f51\u7edc\u4e0a\u7684\u52a8\u529b\u5b66\u5b66\u4e60\u95ee\u9898\u3002\u8fd9\u7bc7\u6587\u7ae0\u5bf9\u52a8\u529b\u5b66\u7684\u5b66\u4e60\u65b9\u5f0f\u4e5f\u5341\u5206\u6709\u8da3\uff1a\u7814\u7a76\u8005\u501f\u9274\u4e86\u5fae\u5206\u65b9\u7a0b\u5728\u7cfb\u7edf\u52a8\u529b\u5b66\u5efa\u6a21\u4e2d\u7684\u4f18\u52bf\uff0c\u5f15\u5165\u5fae\u5206\u65b9\u7a0b\uff0c\u4ee5\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\uff0c\u5bf9\u7f51\u7edc\u4e0a\u7684\u52a8\u529b\u5b66\u8fdb\u884c\u5efa\u6a21\u3002<\/span><\/section>\n

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\u53e6\u4e00\u4e2a\u6709\u8da3\u7684\u5b50\u95ee\u9898\u5219\u662f\u534a\u76d1\u7763\u5206\u7c7b\u95ee\u9898\uff0c\u8fd9\u4e5f\u662f\u50ac\u5316\u56fe\u7f51\u7edc\u7814\u7a76\u5174\u8d77\u7684\u4e00\u7c7b\u7ecf\u5178\u95ee\u9898\u3002\u5728\u534a\u76d1\u7763\u5206\u7c7b\u95ee\u9898\u4e2d\uff0c\u6211\u4eec\u5df2\u77e5\u7f51\u7edc\u7ed3\u6784\u548c\u8282\u70b9\u7279\u5f81\uff0c\u6211\u4eec\u4e5f\u77e5\u9053\u4e00\u90e8\u5206\u8282\u70b9\u7684\u6807\u7b7e\uff0c\u4f46\u6211\u4eec\u5e76\u4e0d\u77e5\u9053\u5168\u90e8\u8282\u70b9\u7684\u6807\u7b7e\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5982\u4f55\u53bb\u9884\u6d4b\u672a\u77e5\u8282\u70b9\u7684\u6807\u7b7e\uff1f\u8fd9\u4e00\u95ee\u9898\u7684\u5e94\u7528\u573a\u666f\u4e5f\u5f88\u5e7f\u6cdb\uff0c\u4f8b\u5982\u5728\u6570\u5b57\u7535\u5546\u7684\u80cc\u666f\u4e0b\uff0c\u6211\u4eec\u9700\u8981\u4e86\u89e3\u7528\u6237\u7684\u753b\u50cf\uff1a\u5df2\u77e5\u67d0\u4e9b\u4eba\u559c\u6b22\u8d2d\u4e70\u8fd0\u52a8\u4ea7\u54c1\uff0c\u90a3\u4e48\u4ed6\u4eec\u54ea\u4e9b\u670b\u53cb\u4e5f\u6709\u7c7b\u4f3c\u7684\u559c\u597d\uff1f\u9488\u5bf9\u534a\u76d1\u7763\u5206\u7c7b\u95ee\u9898\uff0c\u79d1\u5b66\u5bb6\u4eec\u7814\u7a76\u4e86\u8bb8\u591a\u7b97\u6cd5\uff0c\u4f8b\u5982\u7ecf\u5178\u7684\u56fe\u5377\u79ef\u7f51\u7edc<\/span>\uff08GCN\uff09<\/span>\u4fbf\u53ef\u7528\u4e8e\u5904\u7406\u8fd9\u7c7b\u95ee\u9898\uff0c\u800c\u6211\u4eec\u5c06\u5728\u540e\u9762\u7684\u5b9e\u9a8c\u4e2d\u770b\u5230\uff0c\u672c\u6587\u63d0\u51fa\u7684\u7b97\u6cd5\u53ef\u4ee5\u901a\u8fc7\u5bf9\u52a8\u529b\u5b66\u8fdb\u884c\u7cbe\u7ec6\u63a7\u5236\uff0c\u6765\u8fbe\u5230\u8fd9\u4e2a\u4efb\u52a1\u4e0b\u7684\u6700\u4f18\u6548\u679c\u3002<\/span><\/section>\n

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\u4eba\u7c7b\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u63a2\u7d22\u4ece\u672a\u505c\u6b62\uff0c\u5728\u719f\u7ec3\u4f7f\u7528\u590d\u6742\u7f51\u7edc\u8fd9\u4e00\u5957\u5de5\u5177\u4e4b\u524d\uff0c\u6211\u4eec\u5c31\u5728\u63a2\u5bfb\u652f\u914d\u7740\u6211\u4eec\u8fd9\u4e2a\u4e16\u754c\u7684\u673a\u5236\uff0c\u901a\u8fc7\u5bf9\u884c\u661f\u6570\u636e\u7684\u5206\u6790\u53d1\u73b0\u4e07\u6709\u5f15\u529b\u5b9a\u5f8b\u4fbf\u662f\u4e00\u4e2a\u6781\u597d\u7684\u4f8b\u5b50\u3002\u800c\u5728\u63a2\u7d22\u7cfb\u7edf\u52a8\u529b\u5b66\u89c4\u5219\u7684\u9053\u8def\u4e0a\uff0c\u5fae\u5206\u65b9\u7a0b\u7684\u5f15\u5165\u5927\u5927\u589e\u5f3a\u4e86\u6211\u4eec\u5bf9\u8fde\u7eed\u65f6\u95f4\u7cfb\u7edf\u7684\u8868\u793a\u80fd\u529b\uff0c\u4f18\u7f8e\u7684\u6d1b\u4f26\u8328\u8774\u8776\u4f5c\u4e3a\u7b2c\u4e00\u4e2a\u6df7\u6c8c\u6a21\u578b\uff0c\u4e3a\u6211\u4eec\u8ba4\u8bc6\u6df7\u6c8c\u6253\u5f00\u4e86\u4e00\u6247\u65b0\u7684\u5927\u95e8\u3002\u8fd1\u5e74\u6765\uff0c\u7f51\u7edc\u548c\u673a\u5668\u5b66\u4e60\u4e5f\u88ab\u7ed3\u5408\u4f7f\u7528\uff0c\u6765\u7406\u89e3\u590d\u6742\u7cfb\u7edf\u3002\u5728\u65f6\u95f4\u95f4\u9694\u786e\u5b9a\u7684\u6570\u636e\u9a71\u52a8\u95ee\u9898\u4e0a\uff0c\u4eba\u4eec\u505a\u4e86\u5f88\u591a\u5c1d\u8bd5\uff0c\u7ed3\u5408\u56fe\u7f51\u7edc\u548c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u4f18\u52bf\u7684GraphRNN\u4fbf\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\u3002\u7136\u800c\uff0c\u6211\u4eec\u5bf9\u4e16\u754c\u7684\u89c2\u5bdf\u5e76\u4e0d\u603b\u662f\u786e\u5b9a\u65f6\u95f4\u95f4\u9694\u7684\uff0c\u5b9e\u9645\u4e0a\uff0c\u786e\u5b9a\u65f6\u95f4\u95f4\u9694\u662f\u7279\u4f8b\uff0c\u4efb\u610f\u65f6\u95f4\u95f4\u9694\u624d\u662f\u66f4\u52a0\u666e\u904d\u7684\u60c5\u51b5\u3002\u800c\u672c\u6587\u5c06\u5728\u4e0a\u8ff0\u7684\u8fdb\u5c55\u4e4b\u4e0a\uff0c\u63d0\u51fa\u4e00\u4e2a\u7edf\u4e00\u7684\u6a21\u578b\u6765\u89e3\u51b3\u7f51\u7edc\u4e0a\u7684\u8fde\u7eed\u65f6\u95f4\u52a8\u529b\u5b66\u9884\u6d4b\u95ee\u9898\u3002\u540c\u65f6\u4e5f\u4f1a\u5728\u786e\u5b9a\u65f6\u95f4\u95f4\u9694\u7684\u9884\u6d4b\u95ee\u9898\u548c\u534a\u76d1\u7763\u5206\u7c7b\u95ee\u9898\u4e0a\u53d6\u5f97\u4f18\u79c0\u7684\u6548\u679c\u3002<\/span><\/section>\n
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\u57fa\u672c\u601d\u8def<\/strong><\/span><\/p>\n

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\u6587\u7ae0\u7684\u57fa\u672c\u601d\u8def\u5e76\u4e0d\u590d\u6742\uff1a\u6211\u4eec\u5e38\u7528\u5fae\u5206\u65b9\u7a0b\u6765\u523b\u753b\u52a8\u529b\u7cfb\u7edf\u3002\u8fd1\u51e0\u5e74\u4ee5\u6765\uff0c\u6211\u4eec\u4e5f\u5e38\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\u6765\u63cf\u8ff0\u7f51\u7edc\u7ed3\u6784\u4e0a\u7684\u7cfb\u7edf\u52a8\u529b\u5b66\uff0c\u56e0\u6b64\uff0c\u672c\u7bc7\u6587\u7ae0\u5c06\u7ed3\u5408\u5fae\u5206\u65b9\u7a0b\u548c\u56fe\u795e\u7ecf\u7f51\u7edc\u5404\u81ea\u7684\u4f18\u52bf\uff0c\u63d0\u51fa\u540d\u4e3aNDCN<\/span>\uff08Neural Dyanmics on Complex Networks\uff09<\/span>\u7684\u6a21\u578b\u3002<\/span><\/section>\n

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\u5177\u4f53\u800c\u8a00\uff0c\u5c06\u5fae\u5206\u65b9\u7a0b\u4e0e\u56fe\u795e\u7ecf\u7f51\u7edc\u7ed3\u5408\u6700\u5927\u7684\u7279\u70b9\u4e4b\u4e00\uff0c\u4fbf\u662f\u5c06\u79bb\u6563\u65f6\u95f4\u9884\u6d4b\u53d8\u4e3a\u4e86\u8fde\u7eed\u65f6\u95f4\u9884\u6d4b\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728\u539f\u795e\u7ecf\u7f51\u7edc\u7684\u6846\u67b6\u4e0b\uff0c\u6211\u4eec\u53ea\u80fd\u6839\u636et\u65f6\u523b\u7684\u72b6\u6001\u53bb\u9884\u6d4bt+1\u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001\u3002\u800c\u5728NDCN\u7684\u6846\u67b6\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u521d\u59cb\u65f6\u523b\u7684\u72b6\u6001\uff0c\u53bb\u9884\u6d4b\u672a\u6765\u4efb\u4e00\u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001\uff0c\u5982\u4e0b\uff1a<\/span><\/section>\n

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\u5728\u4e0a\u5f0f\u4e2d\uff0cX(0)\u8868\u793a\u521d\u59cb\u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001\uff0cX(t)\u5219\u8868\u793at\u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001\uff0c\u5728NDCN\u7684\u6846\u67b6\u4e0b\uff0c\u4ece0\u65f6\u523b\u5230t\u65f6\u523b\u65e0\u9700\u7ecf\u8fc7\u591a\u6b65\u8fed\u4ee3\uff0c\u800c\u662f\u9700\u8981\u5bf9\u52a8\u529b\u5b66\u8fdb\u884c\u4ece0\u5230t\u7684\u79ef\u5206\uff0c\u5982\u4e0a\u5f0f\u6240\u793a\uff0c\u800c\u79ef\u5206\u7684\u5185\u5bb9\uff0c\u4e5f\u5c31\u662f\u52a8\u529b\u5b66\u90e8\u5206\u5219\u4f1a\u88ab\u56fe\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u3002<\/span><\/section>\n

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\u6b64\u5916\uff0c\u672c\u6587\u7684\u53e6\u4e00\u521b\u65b0\u4e4b\u5904\u5728\u4e8e\uff0c\u6587\u7ae0\u6ca1\u6709\u76f4\u63a5\u663e\u5f0f\u7684\u5b66\u4e60\u52a8\u529b\u5b66\uff0c\u800c\u662f\u5c06\u4fe1\u606f\u6295\u5f71\u5230\u4e86\u9690\u85cf\u7a7a\u95f4\u8fdb\u884c\u5b66\u4e60\uff0c\u8fd9\u6837\u53ef\u4ee5\u8fdb\u4e00\u6b65\u589e\u5f3a\u6a21\u578b\u7684\u8868\u8fbe\u6027\u3002<\/span><\/section>\n
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\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4e0b\u56fe\u6765\u5c55\u793a\u672c\u6587\u6240\u63d0\u51fa\u7684\u7b97\u6cd5\u6846\u67b6\uff1a<\/span><\/section>\n
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\u4e0a\u56fe\u63cf\u8ff0\u4e86NDCN\u7684\u7b97\u6cd5\u6846\u67b6\u8fd0\u8f6c\u6d41\u7a0b\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u7b97\u6cd5\u7684\u8f93\u5165\u662ft\u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001X(t)\uff0c\u800c\u8f93\u51fa\u5219\u662f\u7ecf\u8fc7\u03b4\u65f6\u95f4\u540e\u7684\u8282\u70b9\u72b6\u6001\uff0c\u7b97\u6cd5\u9996\u5148\u4f1a\u5c06\u8f93\u5165\u72b6\u6001\u6620\u5c04\u5230\u9690\u85cf\u7a7a\u95f4\uff0c\u7136\u540e\u5728\u9690\u85cf\u7a7a\u95f4\u5efa\u6a21\u8282\u70b9\u4e4b\u95f4\u7684\u5f71\u54cd\u548c\u4fe1\u606f\u6269\u6563\u7684\u52a8\u529b\u5b66\uff0c\u8fd9\u4e00\u90e8\u5206\u4fbf\u662f\u901a\u8fc7\u56fe\u795e\u7ecf\u7f51\u7edc\u6765\u5b8c\u6210\u7684\uff0c\u901a\u8fc7\u5bf9t\u5230t+\u03b4\u8fd9\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u52a8\u529b\u5b66\u8fdb\u884c\u79ef\u5206\uff0c\u6211\u4eec\u4fbf\u80fd\u591f\u5f97\u5230\u8f93\u51fa\u72b6\u6001\u3002<\/span><\/section>\n
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\u53ef\u4ee5\u6ce8\u610f\u5230\uff0c\u672c\u6587\u6240\u63d0\u51fa\u7684\u6a21\u578b\uff0c\u5b9e\u9645\u4e0a\u662f\u591a\u79cd\u6280\u672f\u7684\u7ec4\u5408\uff1a\u82e5\u4e0d\u5f15\u5165\u5c06\u539f\u59cb\u7279\u5f81\u7a7a\u95f4\u6620\u5c04\u5230\u9690\u85cf\u7a7a\u95f4\u7684encoding-decoding\u5c42\u7684\u8bdd\uff0c\u672c\u6a21\u578b\u5c06\u4f1a\u9000\u5316\u4e3aODG-GNN\u6a21\u578b\uff0c\u82e5\u4e0d\u5f15\u5165\u56fe\u7ed3\u6784\u7684\u8bdd\uff0c\u672c\u6a21\u578b\u5c06\u4f1a\u9000\u5316\u6210\u795e\u7ecf\u5fae\u5206\u65b9\u7a0b\u6a21\u578b\uff0c\u800c\u82e5\u4e0d\u5f15\u5165\u63a7\u5236\u53c2\u6570\uff0c\u672c\u6a21\u578b\u53c8\u4f1a\u9000\u5316\u4e3a\u7269\u7406\u4e2d\u7684\u786e\u5b9a\u6027\u6a21\u578b\u3002\u56e0\u6b64\uff0c\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u79cd\u7ec4\u5408\u662f\u5426\u771f\u6b63\u5408\u7406\u6709\u6548\uff0c\u672c\u6587\u5c06\u9996\u5148\u53bb\u201c\u62c6\u9664\u201d\u6a21\u578b\u7684\u4e00\u4e9b\u7ec4\u6210\u6a21\u5757\uff0c\u53bb\u89c2\u6d4b\u5b83\u4eec\u662f\u5426\u5f71\u54cd\u4e86\u6700\u7ec8\u7ed3\u679c\u7684\u51c6\u786e\u6027\u3002<\/span><\/section>\n
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\u4e0a\u8868\u5c55\u793a\u4e86\u53bb\u6389\u4e0d\u540c\u6a21\u5757\u540e\uff0c\u51c6\u786e\u7387\u7684\u53d8\u5316\u60c5\u51b5\u3002\u8868\u683c\u7684\u4e09\u884c\u5206\u522b\u8868\u793a\u4e86\u4e09\u79cd\u5178\u578b\u7684\u7f51\u7edc\u4e0a\u7684\u52a8\u529b\u5b66\uff0c\u5b83\u4eec\u5206\u522b\u88ab\u5e38\u7528\u4e8e\u63cf\u8ff0\u7269\u7406\u4e2d\u7684\u70ed\u6269\u6563\u8fc7\u7a0b\uff0c\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u7269\u79cd\u5f71\u54cd\u548c\u751f\u7269\u5b66\u4e2d\u7684\u57fa\u56e0\u8c03\u63a7\u8fc7\u7a0b\u3002\u800c\u8868\u683c\u7684\u516d\u5217\u5219\u8868\u793a\u4e86\u4e0d\u540c\u7684\u5e95\u5c42\u7f51\u7edc\u7ed3\u6784\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u65e0\u8bba\u53bb\u6389\u54ea\u4e00\u4e2a\u6a21\u5757\uff0c\u65e0\u8bba\u5728\u54ea\u79cd\u7f51\u7edc\u7ed3\u6784\u6216\u52a8\u529b\u5b66\u65b9\u7a0b\u7684\u60c5\u51b5\u4e0b\uff0cNDCN\u90fd\u5c06\u4f1a\u5448\u73b0\u51fa\u51c6\u786e\u7387\u7684\u4e0b\u964d\uff0c\u56e0\u6b64\uff0cNDCN\u7684\u6bcf\u4e2a\u6a21\u5757\u90fd\u6709\u5176\u610f\u4e49\uff0c\u90fd\u5bf9\u51c6\u786e\u5730\u5efa\u6a21\u7f51\u7edc\u4e0a\u7684\u52a8\u529b\u5b66\u6709\u6240\u5e2e\u52a9\u3002<\/span><\/section>\n
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\u5b9e\u9a8c\uff1a\u7ed3\u6784\u5316\u7684\u5e8f\u5217\u9884\u6d4b\u95ee\u9898<\/span><\/strong><\/span><\/section>\n

<\/span><\/section>\n
\u7ed3\u6784\u5316\u7684\u5e8f\u5217\u9884\u6d4b\u95ee\u9898\u662f\u6307\u6211\u4eec\u5728\u62e5\u6709\u5bf9\u8282\u70b9\u6570\u636e\u4ee5\u76f8\u540c\u65f6\u95f4\u95f4\u9694\u91c7\u6837\u7684\u6570\u636e\u4e0b\uff0c\u53bb\u9884\u6d4b\u672a\u6765\u65f6\u523b\u7684\u8282\u70b9\u72b6\u6001\u3002\u800c\u5728\u8fd9\u4e2a\u5b9e\u9a8c\u4e2d\uff0c\u672c\u6587\u9009\u53d6\u7684\u662f\u975e\u5e38\u9002\u5408\u8fd9\u4e00\u7c7b\u4efb\u52a1\u7684\u56fe\u795e\u7ecf\u7f51\u7edc\u7ed3\u5408\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u3002\u6211\u4eec\u77e5\u9053\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6709\u591a\u79cd\uff0c\u5176\u4e2dRNN\u662f\u6700\u4e3a\u57fa\u7840\u7684\u4e00\u79cd\uff0cGRU\u8981\u7a0d\u7a0d\u590d\u6742\u4e00\u4e9b\uff0cLSTM\u7684\u53c2\u6570\u5219\u4f1a\u66f4\u591a\u3002\u5728\u8fd9\u91cc\u672c\u6587\u5206\u522b\u5bf9\u6bd4\u4e86\u4ee5\u4e0a\u4e09\u79cd\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u548cGNN\u7ed3\u5408\u7684\u6a21\u578b\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/span><\/section>\n
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\u901a\u8fc7\u5bf9\u4e0a\u8868\u7684\u89c2\u5bdf\uff0c\u6211\u4eec\u4f1a\u53d1\u73b0NDCN\u6a21\u578b\u65e0\u8bba\u5bf9\u6807\u54ea\u4e00\u79cd\u56fe\u7f51\u7edc\u7ed3\u5408\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\uff0c\u90fd\u80fd\u591f\u83b7\u5f97\u6700\u6709\u6548\u679c\u3002\u6b64\u5916\uff0c\u5c24\u5176\u503c\u5f97\u4e00\u63d0\u7684\u4e00\u70b9\u662f\uff0c\u5728\u8fd9\u91cc\u7684\u5bf9\u6bd4\u6a21\u578b\u5e94\u7528\u7684\u53c2\u6570\u91cf\u90fd\u662f\u5f88\u591a\u7684<\/span>\uff08105<\/sup>\u6570\u91cf\u7ea7\uff09<\/span>\uff0c\u800cNDCN\u6240\u7528\u5230\u7684\u53c2\u6570\u6570\u91cf\u76f8\u6bd4\u800c\u8a00\u5374\u5c11\u4e86\u4e24\u4e2a\u6570\u91cf\u7ea7<\/span>\uff08103<\/sup>\u6570\u91cf\u7ea7\uff09<\/span>\u3002\u8fd9\u8bf4\u660eNDCN\u5728\u4f7f\u7528\u8f83\u5c11\u7684\u53c2\u6570\u7684\u60c5\u51b5\u4e0b\uff0c\u8fbe\u5230\u4e86\u6700\u4f18\u7684\u6548\u679c\u3002<\/span><\/section>\n
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\u6700\u540e\uff0c\u8ba9\u6211\u4eec\u6765\u5206\u4eab\u4e00\u4e2a\u534a\u76d1\u7763\u5206\u7c7b\u7684\u6709\u8da3\u5b9e\u9a8c\u3002\u8fd9\u4e2a\u5b9e\u9a8c\u4e0e\u5176\u4ed6\u5b9e\u9a8c\u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\uff0c\u5728\u534a\u76d1\u7763\u5206\u7c7b\u7684\u4efb\u52a1\u4e2d\uff0c\u5e76\u4e0d\u5b58\u5728\u4e00\u4e2a\u201c\u663e\u5f0f\u201d\u7684\u52a8\u529b\u5b66\u8fc7\u7a0b\u3002\u5728\u8fd9\u4e2a\u4efb\u52a1\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u83b7\u5f97\u7684\u4fe1\u606f\u6709\u56fe\u7ed3\u6784\uff0c\u8282\u70b9\u4e0a\u7684\u7279\u5f81\u4fe1\u606f\u548c\u4e00\u90e8\u5206\u8282\u70b9\u7684\u6807\u7b7e\u4fe1\u606f\uff0c\u6211\u4eec\u7684\u76ee\u7684\u662f\u7ed9\u672a\u6807\u7b7e\u7684\u8282\u70b9\u6253\u4e0a\u6807\u7b7e\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u79cd\u6ca1\u6709\u201c\u663e\u5f0f\u201d\u52a8\u529b\u5b66\u7684\u95ee\u9898\uff0c\u672c\u6587\u5c06\u6807\u7b7e\u4fe1\u606f\u548c\u8282\u70b9\u4fe1\u606f\u5171\u540c\u4f5c\u4e3a\u65b0\u7684\u8282\u70b9\u4fe1\u606f\u8f93\u5165\u7ed9NDCN\u6a21\u578b\uff0c\u8ba9\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u4fe1\u606f\u7684\u6269\u6563\u6765\u5c06\u6807\u7b7e\u6269\u6563\u5230\u6574\u4e2a\u7f51\u7edc\u4e0a\u3002\u5728\u8fd9\u4e2a\u5b9e\u9a8c\u4e2d\uff0c\u5bf9\u6bd4\u6a21\u578b\u90e8\u5206\u672c\u6587\u9009\u53d6\u4e86GCN\u3001GAT\u7b49\u7ecf\u5178\u6a21\u578b\uff0c\u5b83\u4eec\u90fd\u5341\u5206\u64c5\u957f\u901a\u8fc7\u7f51\u7edc\u7ed3\u6784\u805a\u5408\u8282\u70b9\u4fe1\u606f\u3002<\/span><\/section>\n
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\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u76f8\u540c\u7684\u8bad\u7ec3\u6b21\u6570\u4e0b\uff0cNDCN\u6a21\u578b\u518d\u4e00\u6b21\u5728\u51c6\u786e\u7387\u4e0a\u53d6\u5f97\u4e86\u6700\u4f18\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u89e3\u91ca\u8fd9\u4e2a\u7ed3\u679c\uff0cNDCN\u672c\u8eab\u5728\u8fde\u7eed\u7684\u6a21\u578b\u4e0a\u8fd0\u4f5c\uff0c\u8fd9\u5141\u8bb8\u6211\u4eec\u4ee5\u4e00\u79cd\u66f4\u7cbe\u7ec6\u7684\u65b9\u5f0f\u6765\u5efa\u6a21\u52a8\u529b\u5b66\u8fc7\u7a0b\u3002\u5728\u8fd9\u4e2a\u4efb\u52a1\u4e2d\uff0c\u6211\u4eec\u4e0d\u9700\u8981\u7279\u522b\u6df1\u7684\u7f51\u7edc\u7ed3\u6784\u6765\u5b8c\u6210\u8282\u70b9\u95f4\u7684\u4fe1\u606f\u6269\u6563\uff0c\u4e8b\u5b9e\u4e0a\uff0c\u6211\u4eec\u5728T=1.2\u65f6\u8fbe\u5230\u4e86\u6700\u4f18\u7684\u6548\u679c<\/span>\uff08\u5982\u679c\u7528\u4f20\u7edf\u7684\u56fe\u7f51\u7edc\u8bed\u8a00\u6765\u8bf4\uff0c\u662f\u57281.2\u5c42\u5f97\u5230\u4e86\u6700\u4f18\u7684\u5206\u7c7b\u7ed3\u679c\uff09<\/span>\uff0c\u800c\u666e\u901a\u7684\u56fe\u7f51\u7edc\u65b9\u6cd5\u4e2d\uff0c\u4e0d\u5b58\u5728\u201c\u5c0f\u6570\u5c42\u201d\u8fd9\u4e00\u6982\u5ff5\uff0c\u7531\u6b64\uff0c\u501f\u7528NDCN\u7684\u65b9\u6cd5\uff0c\u6211\u4eec\u5f97\u4ee5\u5bf9\u52a8\u529b\u5b66\u8fdb\u884c\u5982\u6b64\u7cbe\u7ec6\u7684\u63a7\u5236\u3002<\/span><\/section>\n
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\u603b \u7ed3<\/strong><\/span><\/p>\n

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\u672c\u6587\u63d0\u51fa\u4e86NDCN\u7684\u6846\u67b6\uff0c\u8fd9\u4e2a\u6846\u67b6\u4f5c\u4e3a\u4e00\u4e2a\u8fde\u7eed\u65f6\u95f4\u7684\u56fe\u7f51\u7edc\u6846\u67b6\uff0c\u7ed3\u5408\u4e86\u56fe\u7f51\u7edc\u548c\u795e\u7ecf\u5fae\u5206\u65b9\u7a0b\u7684\u4f18\u52bf\uff0c\u53ef\u4ee5\u5728\u8fde\u7eed\u65f6\u95f4\u9884\u6d4b\u3001\u79bb\u6563\u65f6\u95f4\u9884\u6d4b\u751a\u81f3\u534a\u76d1\u7763\u5206\u7c7b\u7684\u4efb\u52a1\u4e2d\uff0c\u90fd\u53d6\u5f97\u6700\u4f18\u7684\u7ed3\u679c\u3002\u6b64\u5916\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u4e00\u70b9\u662fNDCN\u6a21\u578b\u662f\u975e\u5e38\u8282\u7701\u53c2\u6570\u7684\uff0c\u5728\u5927\u91cf\u7684\u5b9e\u9a8c\u4e2d\uff0cNDCN\u6240\u7528\u7684\u53c2\u6570\u6570\u91cf\u90fd\u4f1a\u6bd4\u5bf9\u6bd4\u6a21\u578b\u5c11\u7ea6\u4e24\u4e2a\u6570\u91cf\u7ea7\u3002\u5728NDCN\u7684\u6846\u67b6\u4e0b\uff0c\u6211\u4eec\u5f97\u4ee5\u8fdb\u4e00\u6b65\u5efa\u6a21\u548c\u5b66\u4e60\u590d\u6742\u7cfb\u7edf\u7684\u52a8\u529b\u5b66\u53d8\u5316\uff0c\u4e3a\u6211\u4eec\u4ee5\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u5efa\u6a21\u548c\u7406\u89e3\u7cfb\u7edf\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u6548\u7684\u65b0\u601d\u8def\u3002<\/span><\/section>\n
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\u8bb2\u8005<\/span>\uff1a\u81e7\u627f\u7199<\/span><\/span><\/span><\/span><\/section>\n
\u6574\u7406\uff1a\u5f20\u7ae0<\/span><\/span><\/span><\/section>\n
\u7f16\u8f91\uff1a\u9093\u4e00\u96ea<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n
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\u590d\u6742\u79d1\u5b66\u6700\u65b0\u8bba\u6587<\/strong><\/span><\/p>\n

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\u96c6\u667a\u6591\u56fe\u6536\u5f55\u6765\u81ea Nature\u3001Science <\/em>\u7b49\u9876\u520a\u53caarXiv\u9884\u5370\u672c\u7f51\u7ad9\u7684\u6700\u65b0\u8bba\u6587\uff0c\u5305\u62ec\u590d\u6742\u7cfb\u7edf\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u7814\u7a76\u65b9\u5411\u3002\u6bcf\u5929\u6301\u7eed\u66f4\u65b0\uff0c\u626b\u7801\u5373\u53ef\u83b7\u53d6\uff1a<\/span><\/p>\n


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

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


<\/section>\n
\u751f\u547d\u590d\u6742\u6027\u7cfb\u5217\u8bfb\u4e66\u4f1a<\/span><\/strong><\/a>
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\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u7efc\u8ff0\uff1a\u63cf\u8ff0\u3001\u9884\u6d4b\u4e0e\u7406\u8bba\u53d1\u73b0<\/a><\/strong><\/span><\/section>\n
\u5f20\u6c5f\uff1a\u4ece\u56fe\u7f51\u7edc\u5230\u56e0\u679c\u63a8\u65ad\uff0c\u590d\u6742\u7cfb\u7edf\u81ea\u52a8\u5efa\u6a21\u4e94\u90e8\u66f2<\/a>
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\u7528\u5f3a\u5316\u5b66\u4e60\u5bfb\u627e\u5173\u952e\u8282\u70b9\u2014\u2014\u590d\u6742\u7f51\u7edc\u7814\u7a76\u65b0\u8303\u5f0f<\/strong><\/span><\/a><\/section>\n
\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/a><\/span><\/strong><\/span><\/section>\n

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\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

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\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


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

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