{"id":46787,"date":"2023-11-27T22:44:37","date_gmt":"2023-11-27T14:44:37","guid":{"rendered":"https:\/\/swarma.org\/?p=46787"},"modified":"2023-11-27T22:44:37","modified_gmt":"2023-11-27T14:44:37","slug":"%e5%89%8d%e6%b2%bf%e6%8e%a2%e8%ae%a8%ef%bc%9a%e5%9b%be%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e3%80%81%e7%bb%84%e5%90%88%e4%bc%98%e5%8c%96%e3%80%81%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b8%8eai4science%e5%a6%82","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=46787","title":{"rendered":"\u524d\u6cbf\u63a2\u8ba8\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\u3001\u7ec4\u5408\u4f18\u5316\u3001\u5927\u6a21\u578b\u4e0eAI4Science\u5982\u4f55\u76f8\u4e92\u4fc3\u8fdb\uff1f"},"content":{"rendered":"
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      \u7ec4\u5408\u4f18\u5316\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7ed3\u5408<\/p>\n<\/li>\n

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      \u5e94\u667a\u97ec\u8001\u5e08\u8868\u793a\uff0c\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u4e5f\u6709\u4e00\u4e9b\u53ef\u4ee5\u8f6c\u5316\u4e3a\u7ec4\u5408\u4f18\u5316\u7684\u95ee\u9898\uff0c\u76ee\u524d\u76f8\u5173\u7814\u7a76\u8fd8\u6bd4\u8f83\u5c11\uff0c\u673a\u4f1a\u5f88\u591a\u3002<\/span><\/section>\n

      <\/section>\n
      \u80e1\u5b50\u725b\u8001\u5e08\u8ba4\u4e3a\uff0c\u5728\u76ee\u524d\u7684\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u5bf9\u6297\u653b\u51fb\u4e5f\u662f\u4e00\u4e2a\u503c\u5f97\u6295\u5165\u7684\u65b9\u5411\uff0c\u6bd4\u5982\u53ef\u4ee5\u5c1d\u8bd5\u7528\u9ed1\u76d2\u4f18\u5316\u653b\u51fbGPT\u6a21\u578b\u7684API\u3002<\/span><\/section>\n

      <\/section>\n

      <\/section>\n

      \n
      \n
      \n
      \n
      \n

      <\/section>\n

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

      2. \u7ec4\u5408\u4f18\u5316\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7ed3\u5408 <\/span><\/strong><\/strong><\/p>\n<\/section>\n

      \n

      <\/section>\n

      <\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n
       <\/span><\/section>\n
      \u7b2c\u4e8c\u4e2a\u8bae\u9898\u662f\u5173\u4e8e\u7ec4\u5408\u4f18\u5316\u4e0e\u5927\u6a21\u578b\u7684\u7ed3\u5408\u3002\u5927\u6a21\u578b\u4f5c\u4e3a\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u7684\u6700\u524d\u6cbf\u8bdd\u9898\uff0c\u7ec4\u5408\u4f18\u5316\u80fd\u5426\u5e2e\u52a9\u5927\u6a21\u578b\u505a\u63a8\u7406<\/strong>\uff1f\u5927\u6a21\u578b\u80fd\u5426\u5e2e\u52a9\u66f4\u597d\u5730\u6c42\u89e3\u7ec4\u5408\u4f18\u5316\u95ee\u9898\uff1f<\/strong>\u662f\u5426\u53ef\u4ee5\u6784\u5efa\u7ec4\u5408\u4f18\u5316\u9886\u57df\u7684\u57fa\u7840\u6a21\u578b\uff1f\u5404\u4f4d\u5609\u5bbe\u5bf9\u6b64\u4e5f\u8f93\u51fa\u4e86\u5f88\u591a\u5b9d\u8d35\u7684\u89c2\u70b9\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u80e1\u5b50\u725b\u8001\u5e08\u8ba4\u4e3a\uff0c\u5927\u6a21\u578b\u5728\u63a8\u7406\u4e00\u4e9b\u590d\u6742\u95ee\u9898<\/span>\uff08\u5982\u6570\u5b66\u95ee\u9898\uff09<\/span>\u65f6\uff0c\u5f80\u5f80\u9700\u8981\u7ed3\u5408\u591a\u4e2a\u6b65\u9aa4\u624d\u80fd\u5b9e\u73b0\u6bd4\u8f83\u597d\u7684\u63a8\u7406\u6548\u679c\uff0c\u8fd9\u5c31\u76f8\u5f53\u4e8e\u5728\u4e00\u4e2a\u7ec4\u5408\u7a7a\u95f4\u4e2d\u641c\u7d22\u8def\u5f84\uff0c\u7ec4\u5408\u4f18\u5316\u53ef\u80fd\u5728\u8fd9\u7c7b\u4efb\u52a1\u4e2d\u63d0\u4f9b\u5e2e\u52a9\u3002\u53cd\u4e4b\uff0c\u5927\u6a21\u578b\u5728\u4ee3\u7801\u751f\u6210\u65b9\u9762\u5df2\u7ecf\u6709\u4e86\u4e00\u4e9b\u6210\u529f\u7684\u5b9e\u8df5\uff0c\u4e5f\u53ef\u4ee5\u8003\u8651\u7528\u8fd9\u65b9\u9762\u80fd\u529b\u6765\u5e2e\u52a9\u6539\u8fdb\u7ec4\u5408\u4f18\u5316\u7684\u7b97\u6cd5\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u6234\u6db5\u4fca\u8001\u5e08\u9996\u5148\u63d0\u5230DeepMind\u6700\u65b0\u7684\u4e00\u7bc7\u8bba\u6587\u300aLarge Language Models as Optimizers\u300b\uff0c\u5176\u4e2d\u5229\u7528\u5927\u6a21\u578b\u5c1d\u8bd5\u89e3\u51b3\u4e86TSP\u7b49\u95ee\u9898\uff0c\u8fd9\u65e0\u7591\u662f\u8df3\u51fa\u4f20\u7edf\u7ec4\u5408\u4f18\u5316\u7684\u601d\u8def\u3001\u80fd\u591f\u62d3\u5bbd\u60f3\u8c61\u529b\u7684\u4e00\u4e2a\u65b9\u5411\u3002\u53e6\u5916\uff0c\u5f88\u591a\u73b0\u5b9e\u95ee\u9898\u5e76\u6ca1\u6709\u88ab\u4e13\u5bb6\u5f88\u597d\u5730\u5f62\u5f0f\u5316\uff0c\u5176\u76f8\u5173\u77e5\u8bc6\u53ef\u80fd\u53ea\u662f\u7528\u81ea\u7136\u8bed\u8a00\u8fdb\u884c\u4e86\u63cf\u8ff0\uff0c\u800c\u5927\u6a21\u578b\u76ee\u524d\u5df2\u7ecf\u8868\u73b0\u51fa\u4e00\u4e9b\u521d\u6b65\u7684\u81ea\u52a8\u5efa\u6a21\u80fd\u529b\uff0c\u6bd4\u5982GPT\u53ef\u4ee5\u5728\u8f93\u5165\u95ee\u9898\u63cf\u8ff0\u540e\uff0c\u8f93\u51fa\u80fd\u591f\u8c03\u7528OR-Tools API\u7684\u4ee3\u7801\u3002\u8fd9\u79cd\u5c06\u975e\u786e\u5b9a\u6027\u8f93\u5165\u8f6c\u5316\u4e3a\u786e\u5b9a\u6027\u8f93\u51fa\u7684\u80fd\u529b\uff0c\u65e0\u7591\u80fd\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u62d3\u5bbd\u7ec4\u5408\u4f18\u5316\u7684\u5e94\u7528\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u4e25\u9a8f\u9a70\u8001\u5e08\u540c\u6837\u8ba4\u53ef\u5927\u6a21\u578b\u5728\u8f85\u52a9\u5efa\u6a21\u65b9\u9762\u7684\u4ef7\u503c\u3002\u4f46\u662f\uff0c\u5bf9\u4e8e\u6c42\u89e3\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u672c\u8eab\uff0c\u4e25\u8001\u5e08\u8ba4\u4e3a\u7c7b\u4f3cGPT\u7684\u5927\u6a21\u578b\u53ef\u80fd\u4e0d\u662f\u89e3\u51b3\u7ec4\u5408\u4f18\u5316\u7684\u7406\u60f3\u67b6\u6784\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u7ec4\u5408\u4f18\u5316\u5927\u6a21\u578b\u7684\u8bbe\u60f3\uff0c\u4e25\u8001\u5e08\u4eceNP\u96be\u95ee\u9898\u7684\u672c\u8d28\u4ee5\u53ca\u5b83\u4e0e\u81ea\u7136\u8bed\u8a00\u7684\u533a\u522b\u51fa\u53d1\uff0c\u6307\u51fa\u5728\u51af\u00b7\u8bfa\u4f0a\u66fc\u67b6\u6784\u4e0b\u5f88\u96be\u60f3\u8c61\u53ef\u4ee5\u51fa\u73b0\u80fd\u5bf9\u4efb\u610f\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u8fdb\u884c\u6c42\u89e3\u7684\u5927\u6a21\u578b\uff0c\u8fd9\u5bf9\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u91cf\u548c\u5b58\u50a8\u80fd\u529b\u8981\u6c42\u90fd\u662f\u6781\u9ad8\u7684\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u5e94\u667a\u97ec\u8001\u5e08\u8868\u793a\uff0c\u5f53\u524d\u5927\u6a21\u578b\u5bf9\u4e8e\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u7684\u6c42\u89e3\u80fd\u529b\u5e76\u4e0d\u4ee4\u4eba\u6ee1\u610f\uff0c\u751a\u81f3\u5728\u4e00\u4e9b\u4e0d\u662fNP\u96be\u7684\u95ee\u9898\u5982\u56fe\u7684\u6700\u77ed\u8def\u4e0a\u9762\u90fd\u96be\u4ee5\u505a\u597d\u3002\u4e00\u4e2a\u53ef\u80fd\u7684\u601d\u8def\u662f\u5c06\u4e00\u4e9b\u6bd4\u8f83\u7b80\u5355\u7684\u7b97\u6cd5\u64cd\u4f5c\u5c01\u88c5\u6210\u5b50\u6a21\u5757\uff0c\u8ba9\u5927\u6a21\u578b\u5b66\u4f1a\u8c03\u7528\u8fd9\u4e9b\u6a21\u5757\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u7b56\u7565\u3002\u6b64\u5916\uff0c\u5e94\u8001\u5e08\u6307\u51faGNN\u5927\u6a21\u578b\u4f1a\u662f\u672a\u6765\u5f88\u6709\u524d\u666f\u7684\u65b9\u5411\uff0c\u7ec4\u5408\u4f18\u5316\u5fc5\u5c06\u5728\u5176\u4e2d\u626e\u6f14\u91cd\u8981\u7684\u89d2\u8272\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u9ec4\u6587\u70b3\u8001\u5e08\u8ba4\u4e3a\uff0c\u5927\u6a21\u578b\u4ee3\u8868\u4e86\u7edf\u8ba1\u5b66\u4e60\u7684\u601d\u8def\uff0c\u800c\u7ec4\u5408\u4f18\u5316\u4ee3\u8868\u4e86\u7b26\u53f7\u63a8\u7406\u7684\u601d\u8def\uff0c\u5e94\u8be5\u8ba9\u4e8c\u8005\u626c\u957f\u907f\u77ed\uff0c\u66f4\u597d\u5730\u7ed3\u5408\u8d77\u6765\u89e3\u51b3\u4eba\u5de5\u667a\u80fd\u7684\u672c\u8d28\u95ee\u9898<\/strong>\u3002\u6bd4\u5982\u5927\u6a21\u578b\u76ee\u524d\u5c31\u6709\u6bd4\u8f83\u4e25\u91cd\u7684\u201c\u5e7b\u89c9\u201d\u95ee\u9898\uff0c\u5373\u5bf9\u540c\u4e00\u4e2a\u95ee\u9898\u7ecf\u5e38\u7ed9\u51fa\u76f8\u53cd\u7684\u7b54\u6848\uff0c\u5c31\u9700\u8981\u7ed3\u5408\u7b26\u53f7\u63a8\u7406\u673a\u5236\uff0c\u8ba9\u5927\u6a21\u578b\u7684\u7ed3\u679c\u53d8\u5f97\u53ef\u4fe1\u3002<\/span><\/section>\n

      <\/section>\n

      <\/section>\n

      \n
      \n
      \n
      \n
      \n

      <\/section>\n

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

      3. GNN\u9886\u57df\u672c\u8eab\u7684\u7075\u9b42\u62f7\u95ee <\/span><\/strong><\/strong><\/p>\n<\/section>\n

      \n

      <\/section>\n

      <\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n
       <\/span><\/section>\n
      \u76f8\u6bd4\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u9886\u57df\u7684\u5de8\u5927\u6210\u529f\uff0c\u57fa\u4e8eGNN\u7684\u9886\u57df\u76ee\u524d\u8fd8\u6ca1\u6709\u6bd4\u8f83\u5927\u7684\u7a81\u7834\u6027\u8fdb\u5c55\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u81ea\u7136\u7684\u7591\u95ee\u5c31\u662f\uff0c\u76ee\u524dGNN\u662f\u5426\u8fd8\u6709\u672c\u8d28\u7684\u95ee\u9898\u6ca1\u6709\u89e3\u51b3\uff1f\u5b83\u4e0eTransformer\u7b49\u5176\u5b83\u6a21\u578b\u76f8\u6bd4\u6709\u4ec0\u4e48\u4f18\u52bf\u548c\u7f3a\u70b9\uff1f\u5bf9\u4e8e\u8fd9\u4e2a\u95ee\u9898\uff0c\u5609\u5bbe\u4eec\u4e5f\u7eb7\u7eb7\u5404\u6292\u5df1\u89c1\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u5e94\u667a\u97ec\u8001\u5e08\u8868\u793a\uff0c\u7528\u5230GNN\u7684\u4efb\u52a1\u76f8\u6bd4\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u4e3b\u8981\u6709\u4e24\u70b9\u6311\u6218\uff1a\u4e00\u662f\u53ef\u8fc1\u79fb\u6027\u5f88\u5dee\uff0c\u4e0d\u540c\u4efb\u52a1\u7684\u8f93\u5165\u7279\u5f81\u8bed\u4e49\u3001\u62d3\u6251\u7ed3\u6784\u90fd\u5b8c\u5168\u4e0d\u76f8\u5173\uff0c\u8fd9\u4f7f\u5f97\u901a\u8fc7\u5806\u53c2\u6570\u6784\u5efa\u66f4\u5f3a\u6a21\u578b\u7684\u65b9\u6848\u5b8c\u5168\u65e0\u6548\uff1b\u4e8c\u662fGNN\u7684\u5f88\u591a\u5e94\u7528\u90fd\u662f\u79bb\u6563\u95ee\u9898\uff0c\u6bd4\u5982\u6211\u4eec\u8ba8\u8bba\u7684\u7ec4\u5408\u4f18\u5316\u95ee\u9898\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u7684\u5b66\u4e60\u96be\u5ea6\u8fdc\u9ad8\u4e8e\u89c6\u89c9\u95ee\u9898\u3002\u5f53\u7136\uff0cGNN\u4e5f\u4ecd\u7136\u6709\u5f88\u5927\u7684\u8fdb\u6b65\u7a7a\u95f4\uff0c\u6bd4\u5982Graph Transformer\u8fd8\u80fd\u4ece\u591a\u4e2a\u89d2\u5ea6\u8fdb\u884c\u6539\u8fdb\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u6234\u6db5\u4fca\u8001\u5e08\u8ba4\u4e3a\uff0c\u4e0e\u5176\u8bf4\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u9886\u57df\u7684\u8fdb\u6b65\u662f\u56e0\u4e3a\u6a21\u578b\uff0c\u4f46\u672c\u8d28\u4e0a\u8fd8\u662f\u8fd9\u4e9b\u4efb\u52a1\u7684\u81ea\u7136\u5f62\u5f0f\u51b3\u5b9a\u4e86\u5b83\u4eec\u66f4\u5bb9\u6613\u88ab\u67d0\u79cd\u6a21\u578b\u5b66\u5230\u3002\u76f8\u6bd4\u800c\u8a00\uff0c\u56fe\u662f\u4e00\u79cd\u4eba\u5de5\u5f62\u5f0f\uff0c\u5728\u8fd9\u4e9b\u4efb\u52a1\u80cc\u540e\u662f\u5426\u5b58\u5728\u66f4\u81ea\u7136\u7684\u5f62\u5f0f\uff0c\u6bd4\u5982\u86cb\u767d\u8d28\u7ed3\u6784\u662f\u5426\u6709\u6bd4\u56fe\u66f4\u63a5\u8fd1\u5176\u81ea\u7136\u5f62\u5f0f\u7684\u8868\u8fbe\uff0c\u4e5f\u8bb8\u662f\u4e00\u4e2a\u66f4\u503c\u5f97\u6df1\u601d\u7684\u8bdd\u9898\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u4e25\u9a8f\u9a70\u8001\u5e08\u4e5f\u8c08\u5230\u4e86\u56fe\u6570\u636e\u548c\u56fe\u50cf\u3001\u6587\u672c\u7684\u533a\u522b\uff0c\u56fe\u5bf9\u4e8e\u6270\u52a8\u662f\u975e\u5e38\u654f\u611f\u7684\uff0c\u975e\u5e38\u5c0f\u7684\u6270\u52a8\u5c31\u53ef\u80fd\u5b8c\u5168\u6539\u53d8\u95ee\u9898\u7684\u610f\u4e49\uff0c\u8fd9\u662f\u56fe\u50cf\u548c\u6587\u672c\u8fd9\u79cd\u5bb9\u9519\u6027\u6bd4\u8f83\u9ad8\u7684\u6570\u636e\u5f62\u5f0f\u6240\u4e0d\u5177\u5907\u7684\u3002\u56e0\u6b64\uff0c\u5728\u5f53\u524d\u7684\u795e\u7ecf\u7f51\u7edc\u8303\u5f0f\u5185\u63d0\u5347GNN\u7684\u6027\u80fd\u4e0d\u592a\u53ef\u80fd\u53d6\u5f97\u5f88\u597d\u7684\u6548\u679c\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u80e1\u5b50\u725b\u8001\u5e08\u8868\u793a\uff0c\u5bf9\u4e8eGNN\u800c\u8a00\uff0c\u4e0d\u4ec5\u8981\u8003\u8651\u8f93\u5165\u4e3a\u56fe\u7684\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u8003\u8651\u5f88\u591a\u8f93\u51fa\u662f\u56fe\u7684\u4efb\u52a1\uff0c\u5982\u5927\u6a21\u578b\u8f93\u51fa\u7684\u601d\u7ef4\u56fe\u3001\u51b3\u7b56\u6a21\u578b\u7684\u51b3\u7b56\u56fe\u7b49\uff0c\u751a\u81f3\u662f\u5728\u795e\u7ecf\u7f51\u7edc\u5185\u90e8\u5f62\u6210\u56fe\u7ed3\u6784\uff0c\u90fd\u53ef\u80fd\u662fGNN\u5c55\u73b0\u5176\u4f18\u52bf\u7684\u5730\u65b9<\/strong>\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u9ec4\u6587\u70b3\u8001\u5e08\u8ba4\u4e3a\uff0cGNN\u548cTransformer\u6700\u5927\u7684\u533a\u522b\u5c31\u5728\u4e8e\u4e8c\u8005\u5bf9\u4ea4\u4e92\u5173\u7cfb<\/span>\uff08\u8fb9\uff09<\/span>\u7684\u8ba4\u77e5\u4e0d\u540c\u3002Transformer\u8ba4\u4e3a\u7ed3\u70b9\u95f4\u7684\u4ea4\u4e92\u5173\u7cfb\u662f\u4e0d\u9700\u8981\u89c2\u6d4b\u7684\uff0c\u5b83\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u8fdb\u884c\u5b66\u4e60\uff1b\u800cGNN\u5219\u8ba4\u4e3a\u7ed3\u70b9\u95f4\u662f\u4ea4\u4e92\u5173\u7cfb\u662f\u53ef\u4ee5\u89c2\u6d4b\u5e76\u660e\u786e\u7ed9\u51fa\u7684\u3002\u56e0\u6b64\uff0c\u54ea\u79cd\u6a21\u578b\u66f4\u6709\u4f18\u52bf\u5b9e\u9645\u4e0a\u662f\u53d6\u51b3\u4e8e\u4ea4\u4e92\u5173\u7cfb\u5bf9\u4e8e\u8981\u89e3\u51b3\u7684\u4efb\u52a1\u662f\u4e0d\u662f\u672c\u8d28\u7684\u3002\u5982\u679c\u4efb\u52a1\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u4e2a\u5173\u7cfb\u62d3\u6251\u7684\u95ee\u9898\uff0c\u90a3\u4e48GNN\u6beb\u65e0\u7591\u95ee\u662f\u66f4\u597d\u7684\u6a21\u578b\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u4e00\u4e9b\u95ee\u9898\u5982\u86cb\u767d\u8d28\u7ed3\u6784\uff0c\u56fe\u4e2d\u7684\u8fb9\u662f\u7ecf\u8fc7\u4eba\u5de5\u8bbe\u8ba1\u7684\uff0c\u4ee3\u8868\u7740\u67d0\u79cd\u4e13\u5bb6\u77e5\u8bc6\uff0c\u8fd9\u65e0\u7591\u4f1a\u5e2e\u52a9GNN\u66f4\u597d\u5730\u8fdb\u884c\u5b66\u4e60\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u9ec4\u8001\u5e08\u8fd8\u63d0\u51fa\u5bf9\u4e8eGNN\u6765\u8bf4\u6709\u4e09\u4e2a\u672c\u8d28\u95ee\u9898\uff1a\u4e00\u662f\u8868\u793a\u95ee\u9898\uff0c\u5373\u5982\u4f55\u533a\u5206\u4e0d\u540c\u7684\u56fe\uff0c\u4e3a\u4f553D\u51e0\u4f55\u56fe\u7684\u8868\u793a\u6bd4\u62d3\u6251\u56fe\u7b80\u5355\uff1b\u4e8c\u662f\u4f18\u5316\u95ee\u9898\uff0c\u6bd4\u5982\u5bb9\u6613\u51fa\u73b0\u8fc7\u5e73\u6ed1\u7b49\u60c5\u51b5\uff1b\u4e09\u662f\u6cdb\u5316\u95ee\u9898\uff0c\u5373GNN\u662f\u5426\u80fd\u4ece\u4e0d\u540c\u80cc\u666f\u7684\u95ee\u9898\u4e2d\u5b66\u4e60\u5230\u5171\u6027\u77e5\u8bc6\u3002<\/span><\/section>\n

      <\/section>\n

      <\/section>\n

      \n
      \n
      \n
      \n
      \n

      <\/section>\n

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

      4. GNN\u7684\u6740\u624b\u950f\u5e94\u7528\u5c55\u671b <\/span><\/strong><\/strong><\/p>\n<\/section>\n

      \n

      <\/section>\n

      <\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n
       <\/span><\/section>\n
      \u6700\u540e\uff0c\u5404\u4f4d\u5609\u5bbe\u5bf9GNN\u66f4\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u8fdb\u884c\u4e86\u5c55\u671b\uff0c\u5982AIGC\u3001AI4Science\u7b49\u3002\u4ee5\u53ca\uff0c\u662f\u5426\u6709\u5e0c\u671b\u5728\u8fd9\u4e9b\u9886\u57df\u6784\u5efaGNN\u901a\u7528\u5927\u6a21\u578b<\/strong>\uff1f<\/span><\/section>\n

      <\/span><\/section>\n
      \u9ec4\u6587\u70b3\u8001\u5e08\u9996\u5148\u5bf9GNN\u5728AI4Science\u9886\u57df\u7684\u5e94\u7528\u8fdb\u884c\u4e86\u68b3\u7406\uff0c\u5982David Baker\u7ec4\u5728\u751f\u7269\u8ba1\u7b97\u9886\u57df\u8fd0\u7528Graph Transformer\u6a21\u578b\u89e3\u51b3\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b\u4efb\u52a1\uff0c\u53d6\u5f97\u4e86\u5ab2\u7f8eAlphaFold\u7684\u7ed3\u679c\u3002\u53e6\u5916\uff0cGNN\u5728\u672a\u6765\u4e5f\u6709\u53ef\u80fd\u53d1\u5c55\u51fa\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u901a\u7528\u7684\u57fa\u7840\u6a21\u578b\uff0c\u81f3\u5c11\u5bf9\u4e8e\u540c\u4e00\u4e2a\u7269\u7406\u7a7a\u95f4\u4e2d\u7684\u95ee\u9898\u8fd9\u662f\u5f88\u6709\u5e0c\u671b\u7684\uff0c\u6bd4\u5982\u65b0\u4e00\u4ee3\u7684AlphaFold\u5c31\u628a\u5c0f\u5206\u5b50\u3001\u86cb\u767d\u8d28\u548c\u591a\u4f53\u7684\u7ed3\u6784\u9884\u6d4b\u7edf\u4e00\u5230\u4e00\u4e2a\u6a21\u578b\u4e2d\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u4e25\u9a8f\u9a70\u8001\u5e08\u8ba4\u4e3a\uff0c\u5f88\u591a\u79d1\u5b66\u95ee\u9898\u90fd\u5f88\u9002\u5408\u7528\u56fe\u7ed3\u6784\u8868\u793a\uff0c\u4f8b\u5982\u751f\u7269\u5b66\u3001EDA\u3001CAD\u3001\u70b9\u4e91\u8ba1\u7b97\u7b49\u3002\u4e0d\u8fc7\uff0c\u5728\u6784\u5efaGNN\u57fa\u7840\u6a21\u578b\u65b9\u9762\uff0c\u4fdd\u8bc1\u8db3\u591f\u7684\u6a21\u578b\u5bb9\u91cf\u662f\u975e\u5e38\u91cd\u8981\u548c\u6709\u6311\u6218\u6027\u7684\u4e00\u4e2a\u65b9\u9762\u3002\u540c\u65f6\uff0c\u56fe\u57fa\u7840\u6a21\u578b\u4e5f\u4e0d\u4e00\u5b9a\u662f\u4f9d\u8d56\u4e8e\u76ee\u524d\u4e3b\u6d41GNN\u67b6\u6784\u7684\uff0c\u53ef\u80fd\u4f1a\u6709\u66f4\u597d\u7684\u6a21\u578b\u51fa\u73b0\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u6234\u6db5\u4fca\u8001\u5e08\u8868\u793a\uff0c\u867d\u7136\u56fe\u6570\u636e\u672c\u8d28\u4e0a\u662f\u6765\u81ea\u4e0d\u540c\u9886\u57df\u7684\uff0c\u4f46\u8fd9\u4e0d\u4ee3\u8868\u6ca1\u6709\u6784\u5efa\u56fe\u5927\u6a21\u578b\u7684\u673a\u4f1a\u3002\u4f8b\u5982\uff0c\u5f53\u524d\u7684\u8bed\u8a00\u5927\u6a21\u578b\u5c31\u65e2\u53ef\u4ee5\u8868\u793a\u81ea\u7136\u8bed\u8a00\uff0c\u4e5f\u53ef\u4ee5\u8868\u793a\u5f88\u591a\u4e0d\u540c\u79cd\u7c7b\u7684\u7a0b\u5e8f\u8bed\u8a00\u3002\u4f46\u662f\uff0c\u4e00\u80a1\u8111\u5730\u628a\u6240\u6709\u6570\u636e\u52a0\u5165\u8bad\u7ec3\u80af\u5b9a\u4e0d\u662f\u5408\u7406\u7684\u505a\u6cd5\uff0c\u800c\u662f\u5728\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9700\u8981\u9488\u5bf9\u6027\u5730\u8bad\u7ec3\u5404\u79cd\u6982\u5ff5\uff0c\u8fd9\u4e5f\u9700\u8981\u63a2\u7d22\u66f4\u591a\u9002\u5408\u56fe\u6570\u636e\u7684\u8bad\u7ec3\u673a\u5236\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u5e94\u667a\u97ec\u8001\u5e08\u975e\u5e38\u80af\u5b9aGNN\u5728\u79d1\u5b66\u4e2d\u7684\u5e94\u7528\uff0c\u6307\u51faGNN\u5728\u7269\u7406\u4eff\u771f\u3001\u6750\u6599\u5b66\u3001\u795e\u7ecf\u79d1\u5b66\u7b49\u9886\u57df\u4e5f\u90fd\u6709\u6bd4\u8f83\u6709\u8da3\u7684\u5e94\u7528\u3002\u5728\u672a\u6765\uff0c\u4e3a\u6bcf\u4e2a\u9886\u57df\u6784\u5efaGNN\u57fa\u7840\u6a21\u578b\uff0c\u5e2e\u52a9\u89e3\u51b3\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u4e5f\u4e00\u5b9a\u4f1a\u6210\u4e3a\u8d8b\u52bf<\/strong>\u3002\u5e94\u8001\u5e08\u8fd8\u63d0\u5230\u81ea\u5df1\u76ee\u524d\u4e5f\u5728\u63a8\u8fdbGNN\u57fa\u7840\u6a21\u578b\u7684\u5de5\u4f5c\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      \u80e1\u5b50\u725b\u8001\u5e08\u8ba4\u4e3a\uff0c\u5728AIGC\u4e2d\u56fe\u7ed3\u6784\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u56fe\u50cf\u548c\u6587\u672c\u90fd\u5c5e\u4e8e\u6bd4\u8f83\u5e95\u5c42\u7684\u6570\u636e\u5f62\u5f0f\uff0c\u5982\u679c\u6211\u4eec\u60f3\u5bf9\u751f\u6210\u8fc7\u7a0b\u8fdb\u884c\u63a7\u5236\u6216\u5b9a\u5236\u5316<\/span>\uff08\u5982ControlNet\uff09<\/span>\uff0c\u5c31\u5fc5\u987b\u7528\u5230\u7c7b\u4f3c\u56fe\u7ed3\u6784\u7684\u9ad8\u5c42\u8868\u5f81\u3002\u540c\u65f6\uff0c\u672a\u6765\u7684\u5927\u6a21\u578b\u9700\u8981\u80fd\u591f\u7edf\u4e00\u5404\u79cd\u4e0d\u540c\u6a21\u6001\u7684\u6570\u636e\uff0c\u56fe\u4e5f\u5f88\u6709\u53ef\u80fd\u5728\u5176\u4e2d\u8d77\u5230\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/span><\/section>\n
      <\/strong>
      <\/section>\n

      <\/section>\n
      \u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\u89c2\u770b\u8bfb\u4e66\u4f1a\u89c6\u9891\u56de\u653e<\/span><\/section>\n
      <\/section>\n

      <\/section>\n

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

      \u5b66\u8005\u7b80\u4ecb<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n

      <\/span><\/h4>\n


      <\/p>\n

      <\/section>\n
      \u8303\u957f\u4fca<\/span><\/strong>\uff0c\u56fd\u9632\u79d1\u6280\u5927\u5b66\u7cfb\u7edf\u5de5\u7a0b\u5b66\u9662\u526f\u6559\u6388\uff0c\u56fd\u9632\u79d1\u6280\u5927\u5b66\u672c\u79d1\u3001\u7855\u58eb\u548c\u535a\u58eb\uff0c\u7f8e\u56fd\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u8054\u5408\u57f9\u517b\u535a\u58eb\u3002<\/span>\u7814\u7a76\u65b9\u5411\uff1a<\/span>\u7814\u7a76\u65b9\u5411\u662f\u56fe\u6df1\u5ea6\u5b66\u4e60\u3001\u7ec4\u5408\u4f18\u5316\u4e0e\u5f3a\u5316\u5b66\u4e60\u3002<\/span><\/section>\n


      <\/p>\n

      <\/section>\n

      \u4e25\u9a8f\u9a70<\/span><\/strong>\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u6559\u6388\u3002<\/span>\u56fd\u5bb6\u4f18\u9752\u3001IET Fellow\u3001\u79d1\u6280\u90e8\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd\u91cd\u5927<\/span>\u9879\u76ee\u3001<\/span>\u57fa<\/span>\u91d1\u59d4\u4eba\u5de5\u667a\u80fd\u91cd\u5927\u7814\u7a76\u8ba1\u5212\u9879\u76ee\u8d1f\u8d23\u4eba\uff0c\u6559\u80b2\u90e8\u6df1\u5ea6\u5b66\u4e60\u8d44\u6e90\u5efa\u8bbe\u9996\u5e2d\u4e13\u5bb6\u3002<\/span>\u7814\u7a76\u65b9\u5411\uff1a\u673a\u5668\u5b66\u4e60\u53ca\u4ea4\u53c9\u5e94\u7528\u3002<\/span><\/h4>\n


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

      <\/p>\n

      \u6234\u6db5\u4fca<\/span><\/strong>\uff0cGoogle DeepMind\u5b9e\u9a8c\u5ba4\u8d44\u6df1\u79d1\u5b66\u5bb6\u548c\u7814\u7a76\u7ecf\u7406\uff0c\u6b64\u524d\u4e8e\u4f50\u6cbb\u4e9a\u7406\u5de5\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\u3002<\/span>\u7814\u7a76\u65b9\u5411\uff1a\u9ad8\u6548\u7684\u751f\u6210\u6a21\u578b\uff0c\u5305\u62ec\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u56fe\u50cf\u548c\u7ed3\u6784\u5316\u6570\u636e\u6a21\u578b\uff0c\u53ca\u5176\u91c7\u6837\u548c\u4f18\u5316\u7684\u5e95\u5c42\u7b97\u6cd5<\/span><\/h4>\n


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

      <\/section>\n
      \u5e94\u667a\u97ec<\/span><\/strong>\uff0c\u8036\u9c81\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u7684\u52a9\u7406\u6559\u6388\u3002<\/span>\u535a\u58eb\u6bd5\u4e1a\u4e8e\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\u3002<\/span>\u7814\u7a76\u65b9\u5411\uff1a<\/span>\u5305\u62ec\u56fe\u795e\u7ecf\u7f51\u7edc\u7b97\u6cd5\u3001\u51e0\u4f55\u5d4c\u5165\u3001\u53ef\u89e3\u91ca\u6a21\u578b\uff0c\u4ee5\u53ca\u6700\u8fd1\u6d89\u53ca\u5173\u7cfb\u63a8\u7406\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u3002<\/span><\/span><\/section>\n


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

      <\/section>\n
      \u9ec4\u6587\u70b3<\/strong>\uff0c\u4e2d\u56fd\u4eba\u6c11\u5927\u5b66\u9ad8\u74f4\u4eba\u5de5\u667a\u80fd\u5b66\u9662\u51c6\u8058\u526f\u6559\u6388\u3001\u535a\u5bfc\u3002<\/span>\u66fe\u5728\u6e05\u534e\u5927\u5b66\u667a\u80fd\u4ea7\u4e1a\u7814\u7a76\u9662\u62c5\u4efb\u52a9\u7406\u7814\u7a76\u5458\uff0c\u817e\u8bafAI Lab\u62c5\u4efb\u9ad8\u7ea7\u7814\u7a76\u5458<\/span>\u3002<\/span>\u7814\u7a76\u65b9\u5411\uff1a<\/span>\u51e0\u4f55\u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684\u590d\u6742\u7ed3\u6784\u4e0e\u7cfb\u7edf\u7684\u8868\u793a\u3001\u751f\u6210\u53ca\u51b3\u7b56\u3002<\/span><\/section>\n

      <\/span><\/section>\n
      <\/section>\n
      \u52a0\u5dde\u7406\u5de5\u5b66\u9662\u535a\u58eb\u540e\uff0c2024\u5e74\u5c06\u52a0\u5165\u4f26\u65af\u52d2\u7406\u5de5\u5b66\u9662\u62c5\u4efb\u52a9\u7406\u6559\u6388\u3002\u535a\u58eb\u6bd5\u4e1a\u4e8e\u52a0\u5dde\u5927\u5b66\u6d1b\u6749\u77f6\u5206\u6821\u8ba1\u7b97\u673a\u79d1\u5b66\u4e13\u4e1a<\/span>\u3002<\/span>\u7814\u7a76\u65b9\u5411\uff1a<\/span>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5305\u62ec\u667a\u80fd\u4f53\uff08\u4f7f\u7528\u5de5\u5177\u548c\u5185\u5b58\uff09\u3001\u89c4\u5212\u548c\u63a8\u7406\uff08\u5c24\u5176\u662f\u6570\u5b66\u3001\u4ee3\u7801\u3001\u6e38\u620f\u548c\u89c6\u89c9\u4e16\u754c\uff09\u548c\u81ea\u6211\u6539\u8fdb\uff0c\u957f\u671f\u7814\u7a76\u76ee\u6807\u662f\u6784\u5efa\u795e\u7ecf\u7b26\u53f7\u4eba\u5de5\u667a\u80fd\u3002<\/span><\/section>\n

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

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

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

      \n


      <\/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
      \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\u526f\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\u3002\u8bfb\u4e66\u4f1a\u5c06\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\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><\/section>\n

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

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

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

      1. <\/strong>\u591a\u6a21\u6001\u56fe\u5b66\u4e60\u84dd\u56fe\uff1a\u5e94\u7528\u4e8e\u89c6\u89c9\u3001\u8bed\u8a00\u3001\u81ea\u7136\u79d1\u5b66<\/a><\/strong><\/span><\/strong><\/section>\n
      2.<\/strong> \u4eba\u5de5\u667a\u80fd\u524d\u6cbf\uff1a\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u7684\u673a\u5668\u5b66\u4e60\u6c42\u89e3<\/a> <\/strong><\/span><\/strong><\/section>\n
      3.<\/strong> \u51e0\u4f55\u6df1\u5ea6\u5b66\u4e60\uff1a\u8ba9\u7269\u7406\u4e16\u754c\u62e5\u6709AI<\/a><\/strong><\/strong><\/span><\/section>\n
      4.<\/strong> \u56fe\u4e0e\u57fa\u7840\u6a21\u578b\uff1a\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u5173\u7cfb\u63a8\u7406\u80fd\u529b\u6982\u8ff0<\/a><\/strong><\/strong><\/span><\/strong><\/strong><\/span><\/section>\n
      5. <\/strong><\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
      6. \u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/a><\/span><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/span><\/section>\n
      7. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n


      <\/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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