{"id":20018,"date":"2020-06-11T21:08:34","date_gmt":"2020-06-11T13:08:34","guid":{"rendered":"https:\/\/swarma.org\/?p=20018"},"modified":"2020-06-11T21:08:34","modified_gmt":"2020-06-11T13:08:34","slug":"%e7%94%a8%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e5%af%bb%e6%89%be%e5%85%b3%e9%94%ae%e8%8a%82%e7%82%b9-%e5%a4%8d%e6%9d%82%e7%bd%91%e7%bb%9c%e7%a0%94%e7%a9%b6%e6%96%b0%e8%8c%83%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=20018","title":{"rendered":"\u7528\u5f3a\u5316\u5b66\u4e60\u5bfb\u627e\u5173\u952e\u8282\u70b9\u2014\u2014\u590d\u6742\u7f51\u7edc\u7814\u7a76\u65b0\u8303\u5f0f"},"content":{"rendered":"
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\u7275\u4e00\u53d1\u800c\u52a8\u5168\u8eab\uff0c\u7f51\u7edc\u4e2d\u6709\u4e9b\u8282\u70b9\u4e00\u65e6\u88ab\u53bb\u9664\uff0c\u5c31\u4f1a\u5bf9\u7f51\u7edc\u7684\u8fde\u901a\u6027\u4ea7\u751f\u65ad\u5d16\u5f0f\u7684\u5f71\u54cd\u3002\u8be5\u5982\u4f55\u627e\u5230\u8fd9\u6837\u7684\u8282\u70b9\u3002\u8fd1\u65e5\uff0c\u53d1\u8868\u5728 Nature Machine Intelligence \u4e0a\u7684\u4e00\u7bc7\u8bba\u6587\u201c\u901a\u8fc7\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u8bc6\u522b\u590d\u6742\u7f51\u7edc\u4e2d\u7684\u5173\u952e\u8282\u70b9\u201d\u4e2d\uff0c\u63d0\u51fa\u7684 FINDER \u7b97\u6cd5\uff0c\u5f00\u8f9f\u4e86\u89e3\u51b3\u8be5\u7c7b\u95ee\u9898\u7684\u5168\u65b0\u8303\u5f0f\u3002<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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\u8bba\u6587\u9898\u76ee\uff1a
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Finding key players in complex networks through deep reinforcement learning<\/span><\/h2>\n

\u8bba\u6587\u5730\u5740\uff1a<\/span><\/h2>\n

http:\/\/www.nature.com\/articles\/s42256-020-0177-2<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n


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1. \u627e\u5230\u5173\u952e\u8282\u70b9\uff0c<\/strong><\/span><\/p>\n

\u56db\u4e24\u62e8\u5343\u65a4\u5730\u6539\u53d8\u7f51\u7edc\u7ed3\u6784<\/strong><\/span><\/p>\n

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\u5728\u4f20\u67d3\u75c5\u9632\u63a7\u4e2d\uff0c\u90a3\u4e9b\u4e00\u65e6\u88ab\u53bb\u9664\u4e4b\u540e\uff0c\u5c31\u4f1a\u8ba9\u6574\u4e2a\u7f51\u7edc\u4f20\u64ad\u75be\u75c5\u7684\u80fd\u529b\u663e\u8457\u964d\u4f4e\u7684\u8282\u70b9\u88ab\u79f0\u4e3a\u201c\u8d85\u7ea7\u4f20\u64ad\u8005\u201d\uff1b\u5728\u8425\u9500\u65b9\u6848\u8bbe\u8ba1\u4e2d\uff0c\u9700\u8981\u627e\u5230\u5173\u952e\u7528\u6237\uff0c\u901a\u8fc7\u8fd9\u4e9b\u7528\u6237\uff0c\u8ba9\u4ea7\u54c1\u4fe1\u606f\u5feb\u901f\u4f20\u904d\u5168\u7f51\uff1b\u800c\u5728\u836f\u7269\u8bbe\u8ba1\u4e2d\uff0c\u627e\u5230\u86cb\u767d\u8d28\u76f8\u4e92\u4f5c\u7528\u7f51\u7edc\u7684\u4e2d\u5fc3\u8282\u70b9\uff0c\u540c\u6837\u80fd\u6307\u5bfc\u836f\u7269\u9776\u70b9\u7684\u9009\u62e9\u3002<\/span><\/section>\n
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\u4e0a\u8ff0\u573a\u666f\uff0c\u90fd\u53ef\u4ee5\u5f52\u7c7b\u4e3a\u8fd9\u6837\u4e00\u7c7b\u95ee\u9898\uff1a\u5373\u5728\u7f51\u7edc\u4e2d\u5bfb\u627e\u4e00\u7ec4\u8282\u70b9\uff0c\u5f53\u6309\u7167\u987a\u5e8f\u4ece\u7f51\u7edc\u4e2d\u53bb\u9664\u8fd9\u4e9b\u8282\u70b9\u4e4b\u540e\uff0c\u5728\u6240\u6709\u53ef\u80fd\u60c5\u51b5\u4e0b\uff0c\u7f51\u7edc\u7684\u8fde\u901a\u6027\u4f1a\u53d1\u751f\u6700\u5927\u7a0b\u5ea6\u7684\u6539\u53d8\u3002<\/span><\/section>\n


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\u56fe1\uff1a911\u6050\u6016\u5206\u5b50\u7f51\u7edc\u5728\u4e0d\u540c\u53bb\u9664\u8282\u70b9\u65b9\u6848\u60c5\u51b5\u4e0b\uff0c\u6700\u5927\u8fde\u901a\u90e8\u8282\u70b9\u6570\u7684\u60c5\u51b5<\/span><\/strong><\/span><\/section>\n

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\u53ef\u4ee5\u770b\u51fa\uff0c\u76f8\u6bd4\u4f20\u7edf\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u65b0\u7684\u7b97\u6cd5\uff0c\u4ec5\u4ec5\u53bb\u9664 14 \u4e2a\u8282\u70b9\uff0c\u5c31\u80fd\u591f\u8ba9\u6050\u6016\u5206\u5b50\u7684\u7f51\u7edc\u5206\u5d29\u79bb\u6790\u4e92\u76f8\u80fd\u8054\u7cfb\u7684\u6050\u6016\u5206\u5b50\u662f 9 \u4e2a\uff0c\u800c\u4e4b\u524d\u4e3a 14 \u4e2a\uff09\u3002\u8be5\u6848\u4f8b\u8bf4\u660e\uff0c\u627e\u5230\u7f51\u7edc\u4e2d\u5173\u952e\u8282\u70b9\uff0c\u5728\u73b0\u5b9e\u4e2d\u6709\u7740\u8bf8\u591a\u5b9e\u9645\u7684\u7528\u9014\u3002<\/span><\/section>\n

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2. \u5f3a\u5316\u5b66\u4e60\u4e0e\u56fe\u5d4c\u5165<\/strong><\/span><\/p>\n

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\u5f3a\u5316\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u4e09\u79cd\u8303\u5f0f\u4e2d\u7684\u4e00\u79cd\uff0c\u5176\u4e0e\u5176\u4ed6\u8303\u5f0f\u7684\u533a\u522b\u4e4b\u5904\uff0c\u5728\u4e8e\u5b9e\u65f6\u7684\u5956\u52b1\u3002\u5176\u5b66\u4e60\u7684\u8fc7\u7a0b\u662f\uff1a\u667a\u80fd\u4f53\u6839\u636e\u521d\u59cb\u7b56\u7565\uff0c\u51b3\u5b9a\u91c7\u53d6\u4f55\u79cd\u884c\u52a8\uff0c\u5916\u754c\u73af\u5883\u4f1a\u6839\u636e\u667a\u80fd\u4f53\u7684\u884c\u52a8\uff0c\u4e3a\u5176\u63d0\u4f9b\u5956\u52b1\uff0c\u667a\u80fd\u4f53\u4f1a\u57fa\u4e8e\u5956\u52b1\uff0c\u8c03\u6574\u7b56\u7565\uff0c\u4ee5\u6b64\u8fed\u4ee3\u63d0\u5347\u667a\u80fd\u4f53\u7684\u51b3\u7b56\u529b\u3002<\/span><\/section>\n

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\u5728\u5bfb\u627e\u5173\u952e\u8282\u70b9\u7684\u95ee\u9898\u4e0a\uff0c\u7b56\u7565\u662f\u5efa\u7acb\u7b97\u6cd5\u6839\u636e\u7f51\u7edc\u7ed3\u6784\uff0c\u5728\u6709\u9650\u7684\u8ba1\u7b97\u4e2d\uff0c\u627e\u51fa\u5e94\u8be5\u53bb\u6389\u54ea\u4e9b\u8282\u70b9\u3002\u884c\u52a8\u662f\u4f9d\u6b21\u53bb\u6389\u8fd9\u4e9b\u8282\u70b9\u3002\u800c\u5956\u52b1\u5219\u662f\u53bb\u6389\u540e\uff0c\u6309\u7167\u5b9a\u4e49\u7684\u7f51\u7edc\u8fde\u901a\u6027\u8bc4\u4ef7\u65b9\u5f0f\uff0c\u7f51\u7edc\u8fde\u901a\u6027\u4f1a\u6709\u591a\u5927\u7684\u6539\u53d8\u3002<\/span><\/section>\n
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\u590d\u6742\u7f51\u7edc\u901a\u5e38\u7528\u56fe\u8fd9\u79cd\u6570\u636e\u7ed3\u6784\u6765\u8bb0\u5f55\uff0c\u800c\u5c06\u56fe\u7528\u66f4\u4f4e\u7ef4\u5ea6\u7684\u6570\u636e\u8fdb\u884c\u8868\u5f81\uff0c\u5219\u88ab\u79f0\u4e3a\u56fe\u5d4c\u5165\u3002\u901a\u8fc7\u56fe\u5d4c\u5165\uff0c\u66ff\u4ee3\u539f\u56fe\u7684\u6570\u636e\uff0c\u80fd\u4fdd\u7559\u539f\u56fe\u4e2d\u62d3\u6251\u7ed3\u6784\uff0c\u8282\u70b9\u4e4b\u95f4\u7684\u76f8\u4e92\u5173\u7cfb\uff0c\u4ee5\u53ca\u5173\u4e8e\u56fe\u3001\u5b50\u56fe\u7684\u5176\u4ed6\u76f8\u5173\u4fe1\u606f\u3002\u901a\u8fc7\u56fe\u5d4c\u5165\uff0c\u80fd\u591f\u5728\u4e4b\u540e\u5bf9\u56fe\u7684\u5206\u6790\u4efb\u52a1\u4e2d\uff0c\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/span><\/section>\n

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3. FINDER\u6709\u4f55\u4e0d\u540c\u4e4b\u5904<\/strong><\/span><\/p>\n

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\u5bfb\u627e\u5173\u952e\u8282\u70b9\u7684\u95ee\u9898\uff0c\u5982\u679c\u901a\u8fc7\u7a77\u4e3e\u6cd5\uff0c\u968f\u7740\u7f51\u7edc\u4e2d\u8282\u70b9\u6570\u7684\u589e\u52a0\uff0c\u4f1a\u5bfc\u81f4\u8ba1\u7b97\u6240\u9700\u7684\u65f6\u95f4\u5448\u6307\u6570\u7ea7\u589e\u52a0\u3002\u8fd9\u5728\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\u88ab\u79f0\u4e3a NP-hard \u95ee\u9898\uff0c\u662f\u4f18\u5316\u7b97\u6cd5\u9886\u57df\u7684\u7ec8\u6781\u6311\u6218\u3002<\/span><\/section>\n

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\u4e4b\u524d\u7684\u5bf9\u8be5\u95ee\u9898\u7684\u89e3\u6cd5\uff0c\u662f\u901a\u8fc7\u7f51\u7edc\u4e2d\u8282\u70b9\u7684\u5c40\u90e8\u7279\u5f81\uff0c\u4f8b\u5982\u6839\u636e\u8282\u70b9\u5206\u5e03\uff0c\u5c5e\u4e8e\u7684\u6a21\u4f53\u6570\uff0c\u6765\u51b3\u5b9a\u53bb\u9664\u54ea\u4e9b\u8282\u70b9\u7684\u3002\u4f46\u7f51\u7edc\u8282\u70b9\u7684\u5f02\u8d28\u6027\uff0c\u4ee5\u53ca\u7f51\u7edc\u7684\u6d8c\u73b0\u7279\u5f81\uff0c\u4f1a\u4f7f\u5f97\u8282\u70b9\u5bf9\u8fde\u901a\u6027\u7684\u8d21\u732e\u5ea6\uff0c\u96be\u4ee5\u901a\u8fc7\u4e00\u4e2a\u7b80\u5355\u6307\u6807\u6982\u62ec\u3002<\/span><\/section>\n


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\u56fe2\uff1aFINDER \u7b97\u6cd5\u793a\u610f\u56fe<\/span><\/strong><\/span><\/section>\n


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FINDER \u5148\u5728\u6a21\u62df\u7684\uff0c\u8282\u70b9\u6570\u8f83\u5c11\u7684 BA \u65e0\u6807\u5ea6\u7f51\u7edc\u4e2d\uff0c\u80fd\u591f\u901a\u8fc7\u7a77\u4e3e\u6cd5\u627e\u5230\u6700\u4f18\u89e3\u7684\u7f51\u7edc\u4e2d\uff0c\u8fdb\u884c\u79bb\u7ebf\u5b66\u4e60\u3002\u5982\u4e0a\u56fe\u524d\u534a\u90e8\u5206\u6240\u793a\u3002\u4e4b\u540e\u5728\u771f\u5b9e\u573a\u666f\u4e0b\u7684\u7f51\u7edc\u4e2d\uff0c\u4f7f\u7528\u4e4b\u524d\u8bad\u7ec3\u597d\u7684\u667a\u80fd\u4f53\uff0c\u8ba9\u5176\u4e0d\u65ad\u6839\u636e\u5f53\u524d\u7f51\u7edc\uff0c\u51b3\u5b9a\u8981\u53bb\u6389\u54ea\u4e2a\u8282\u70b9\u3002\u6700\u7ec8\u5f97\u5230\u53bb\u9664\u8282\u70b9\u7684\u987a\u5e8f\uff0c\u5e76\u636e\u6b64\u8bc4\u4ef7\u7b97\u6cd5\u7684\u8868\u73b0\uff0c\u5982\u4e0a\u56fe\u4e0b\u534a\u90e8\u5206\u6240\u793a\u3002<\/span>
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\u5177\u4f53\u5206\u4e3a\u4e24\u6b65\uff1a\u9996\u5148\u662f\u7f16\u7801\u3002\u4f7f\u7528\u56fe\u5d4c\u5165\u7b97\u6cd5 GraphSAGE\uff0c\u901a\u8fc7\u8fed\u4ee3\uff0c\u63d0\u53d6\u7f51\u7edc\u4e2d\u6bcf\u4e2a\u8282\u70b9\u7684\u7279\u5f81\u3002\u4f8b\u5982\u6700\u521d\u6bcf\u4e2a\u8282\u70b9\u7684\u7279\u5f81\u662f\u5176\u5ea6\u6570\uff0c\u4e4b\u540e\uff0c\u6bcf\u4e2a\u8282\u70b9\u7684\u7279\u5f81\u5411\u91cf\u4f1a\u5411\u5468\u56f4\u7684\u8282\u70b9\u4f20\u9012\u8be5\u8282\u70b9\u7684\u7279\u5f81\u3002<\/span><\/section>\n
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\u4e4b\u540e\u7684\u89e3\u7801\u6b65\u9aa4\uff1a\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684 Q-learning\uff0c\u57fa\u4e8e\u5f53\u524d\u53bb\u9664\u8282\u70b9\u540e\u8fde\u901a\u5ea6\u7684\u53d8\u5316\uff0c\u76f8\u6bd4\u6700\u4f18\u8fde\u901a\u5ea6\u7684\u53d8\u5316\u5dee\u8ddd\u591a\u5c11\uff0c\u8c03\u6574\u4ea7\u751f\u7b56\u7565\uff08\u4e0b\u4e00\u6b65\u53bb\u9664\u54ea\u4e2a\u8282\u70b9\uff09\u7684\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u3002\u8be5\u795e\u7ecf\u7f51\u7edc\u4e3a\u4e24\u5c42\u7684\u5168\u8fde\u63a5\u7ed3\u6784\uff0cRelu \u4e3a\u6fc0\u6d3b\u51fd\u6570\u3002\u5728\u7aef\u5bf9\u7aef\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5f85\u4f18\u5316\u7684\u635f\u5931\u51fd\u6570\u4e3a\u7f51\u7edc\u91cd\u6784\u8bef\u5dee\u4e0e n \u6b65\u4e4b\u540e\u7684 Q-learning \u7684\u5956\u52b1\u51fd\u6570\u4e4b\u548c\u3002<\/span><\/section>\n

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4. FINDER\u6548\u679c\u5982\u4f55<\/strong><\/span><\/p>\n

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\u968f\u7740\u7f51\u7edc\u4e2d\u8282\u70b9\u6570\u7684\u589e\u52a0\uff0c\u5b9e\u7528\u7684\u7b97\u6cd5\u5176\u8fd0\u884c\u65f6\u95f4\uff0c\u4e0d\u5e94\u8be5\u6709\u660e\u663e\u7684\u589e\u52a0\u3002\u5bf9\u4e8e FINDER\uff0c\u5176\u65f6\u95f4\u590d\u6742\u5ea6\u4e3a O\uff08E+V+V * logV\uff09\uff0c\u5176\u4e2d E \u4ee3\u8868\u7f51\u7edc\u4e2d\u8fb9\u7684\u4e2a\u6570\uff0cV \u4ee3\u8868\u8282\u70b9\u4e2a\u6570\u3002\u8fd9\u610f\u5473\u7740\u8be5\u7b97\u6cd5\u53ef\u4ee5\u5728\u5927\u6570\u636e\u96c6\u4e0a\u9ad8\u6548\u6267\u884c\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u4e3a\u4e86\u8bf4\u660e\u7b97\u6cd5\u7684\u7075\u6d3b\u6027\uff0c\u5728\u8bad\u7ec3\u65f6\uff0c\u91c7\u53d6\u4e86\u4e24\u79cd\u8fde\u901a\u5ea6\u7684\u8bc4\u4ef7\u65b9\u6cd5\uff08\u8fde\u63a5\u8fb9\/\u6700\u5927\u8fde\u901a\u90e8\u5927\u5c0f\uff09\uff0c\u5e76\u5206\u522b\u5728\u8282\u70b9\u6709\u6743\u91cd\u548c\u65e0\u6743\u91cd\u7684\u60c5\u51b5\u4e0b\uff0c\u8fdb\u884c\u8bad\u7ec3\u548c\u8bc4\u6d4b\u3002\u7ed3\u679c\u8868\u660e FINDER \u5728\u4e0a\u8ff0\u56db\u79cd\u7ec4\u5408\u4e0b\uff0c\u90fd\u8868\u73b0\u4f18\u5f02\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u8bc4\u4ef7 FINDER \u7684\u6548\u679c\uff0c\u5206\u4e3a\u4e24\u6b65\uff0c\u9996\u5148\u662f\u5728 BA\uff0cER \u548c WS \u6a21\u578b\u751f\u6210\u7684\u968f\u673a\u7f51\u7edc\u4e0a\u8fdb\u884c\u8bc4\u4ef7\u3002\u7531\u4e8e FINDER \u8bad\u7ec3\u65f6\uff0c\u4f7f\u7528\u7684\u662f\u7531 BA \u6a21\u578b\u751f\u6210\u6570\u636e\uff0c\u56e0\u6b64\u5176\u5728 BA \u6a21\u578b\u751f\u6210\u7684\u6d4b\u8bd5\u96c6\u4e2d\u8868\u73b0\u6700\u4f73\u3002\u5982\u679c\u5c06\u8bad\u7ec3\u6570\u636e\u7684\u751f\u4ea7\u6a21\u578b\u66ff\u6362\u4e3a ER \u6216\u8005 WS \u6a21\u578b\uff0c\u5219\u5176\u5728\u771f\u5b9e\u7f51\u7edc\u4e2d\u7684\u6548\u679c\u4f1a\u4e0b\u964d\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u76f8\u5173\u9605\u8bfb\uff1a<\/span><\/section>\n
ER\u968f\u673a\u56fe\u6a21\u578b | \u96c6\u667a\u767e\u79d1<\/a><\/section>\n
\u4ec0\u4e48\u662f\u5c0f\u4e16\u754c\u7f51\u7edc\u6a21\u578b | \u96c6\u667a\u767e\u79d1<\/span><\/a>
<\/section>\n
\u4ec0\u4e48\u662f\u65e0\u6807\u5ea6\u7f51\u7edc | \u96c6\u667a\u767e\u79d1<\/span><\/a>
<\/section>\n

<\/section>\n

<\/p>\n


<\/section>\n
\u8fd9\u4e00\u70b9\u53cd\u6620\u4e86\u5df4\u62c9\u5df4\u897f\u7684\u65e0\u6807\u5ea6\u7f51\u7edc\u6a21\u578b\uff0c\u5176\u6a21\u578b\u7ec4\u6210\u867d\u7136\u7b80\u5355\uff0c\u4f46\u5176\u5305\u542b\u4e86\u771f\u5b9e\u7f51\u7edc\u4e2d\u5177\u6709\u7684\u8282\u70b9\u5f02\u8d28\u6027\u7b49\u7279\u5f81\u3002\u82e5\u975e\u5982\u6b64\uff0c\u5728\u6a21\u62df\u7f51\u7edc\u4e2d\u8bad\u7ec3\u51fa\u7684\u667a\u80fd\u4f53\uff0c\u4e5f\u96be\u4ee5\u5728\u771f\u5b9e\u7f51\u7edc\u4e2d\uff0c\u540c\u6837\u8868\u73b0\u51fa\u8272\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u76f8\u5173\u9605\u8bfb\uff1a<\/span><\/section>\n
\u65e0\u6807\u5ea6\u7f51\u7edc\u6a21\u578b\u5f00\u5c71\u4e4b\u4f5c\uff1a\u968f\u673a\u7f51\u7edc\u4e2d\u6807\u5ea6\u7684\u6d8c\u73b0<\/a><\/span>
<\/span><\/section>\n

<\/span><\/section>\n
\u771f\u5b9e\u4e16\u754c\u7684\u7f51\u7edc\u4e2d\uff0c\u8bc4\u4ef7 FINDER \u65f6\uff0c\u6587\u4e2d\u4f7f\u7528\u4e86 9 \u79cd\u4e0d\u540c\u6765\u6e90\u7684\u7f51\u7edc\u3002\u5176\u4e2d\u5305\u542b 4 \u79cd\u793e\u4ea4\u7f51\u7edc\uff0c\u7535\u5b50\u90ae\u4ef6\u901a\u4fe1\u7f51\u3001P2P \u6587\u4ef6\u5171\u4eab\u7f51\u7edc\u3001\u793e\u4ea4\u65b0\u95fb\u8bc4\u4ef7\u7f51\u7edc\u3001\u4eba\u4f53\u5185\u86cb\u767d\u8d28\u4e92\u4f5c\u7f51\u7edc\u53ca\u4e0d\u540c\u7f6a\u72af\u548c\u6240\u72af\u7f6a\u884c\u7684\u4e8c\u5206\u7f51\u7edc\u3002\u5728\u6240\u6709 9 \u79cd\u7f51\u7edc\u4e2d\uff0cFINDER \u7684\u6027\u80fd\u90fd\u663e\u8457\u4f18\u4e8e\u4e4b\u524d\u7684\u65b9\u6cd5\u3002<\/span><\/section>\n

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

\u56fe3\uff1aFINDER\u6548\u679c\u5bf9\u6bd4\u4e3e\u4f8b<\/span><\/strong><\/span><\/p>\n


<\/p>\n

\u4e0a\u56fe\u7684\u7f51\u7edc\uff0c\u662f\u968f\u673a\u751f\u6210\u7684\u7f51\u7edc\uff0c\u56fe\u4e2d\u6a2a\u8f74\u662f\u53bb\u9664\u7684\u8282\u70b9\u6bd4\u4f8b\uff0c\u7eb5\u8f74\u662f\u7f51\u7edc\u8fde\u901a\u6027\u76f8\u6bd4\u4e4b\u524d\u7684\u6bd4\u4f8b\u3002\u4ece\u5de6\u5230\u53f3\uff0c\u4f9d\u6b21\u4ee3\u8868\u8282\u70b9\u65e0\u6743\u91cd\uff0c\u8282\u70b9\u6743\u91cd\u4e3a\u5176\u5ea6\u6570\uff0c\u8282\u70b9\u968f\u673a\u6743\u91cd\u7684\u573a\u666f\u3002\u56fe\u4e2d\u7ea2\u8272\u4ee3\u8868\u7684 FINDER \u7b97\u6cd5\uff0c\u6548\u80fd\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u65b9\u6cd5\u3002<\/span><\/section>\n

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


<\/p>\n

\n
\n
<\/p>\n

5. FINDER\u4ee3\u8868\u4e86\u89e3\u51b3<\/strong><\/span><\/p>\n

\u4e00\u7c7b\u95ee\u9898\u7684\u901a\u7528\u8303\u5f0f<\/strong><\/span><\/p>\n

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


<\/p>\n

\u8be5\u65b9\u6cd5\u4e3a\u5982\u4f55\u89e3\u51b3\u7f51\u7edc\u4e0a\u7684\u4f18\u5316\u95ee\u9898\uff0c\u5c24\u5176\u662f\u90a3\u4e9b\u4e0e\u5177\u4f53\u77e5\u8bc6\u65e0\u5173\uff0c\u4f46\u662f\u7531\u4e8e\u8282\u70b9\u5f02\u8d28\u6027\u800c\u53d8\u5f97\u96be\u4ee5\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u8303\u5f0f\u3002\u5373\u5c06\u95ee\u9898\u8f6c\u6362\u4e3a\uff0c\u5982\u4f55\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff0c\u5728\u5df2\u77e5\u7b54\u6848\u7684\u6a21\u62df\u7f51\u7edc\u4e0a\u8bad\u7ec3\u667a\u80fd\u4f53\u627e\u5230\u6700\u4f18\u7b56\u7565\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u4e4b\u524d\u7684\u65b9\u6cd5\uff0c\u57fa\u4e8e\u7684\u662f\u4e00\u822c\u6027\u7684\u7edf\u8ba1\u89c4\u5f8b\uff0c\u4f8b\u5982\u5ea6\u6570\u5927\u7684\u8282\u70b9\uff0c\u8fde\u63a5\u7684\u8282\u70b9\u66f4\u591a\u3002\u56e0\u6b64\u53bb\u6389\u540e\u53ef\u80fd\u4f1a\u5f71\u54cd\u7f51\u7edc\u7684\u8fde\u901a\u6027\uff0c\u8fd9\u79cd\u57fa\u4e8e\u76f8\u5173\u6027\u63a8\u6f14\u51fa\u7684\u542f\u53d1\u5f0f\u89c4\u5219\uff0c\u5bf9\u4e8e\u7279\u5b9a\u7684\u573a\u666f\u4e0b\uff0c\u4e0d\u4e00\u5b9a\u9002\u7528\u3002\u4f8b\u5982\u5c0f\u4e16\u754c\u7f51\u7edc\u4e2d\uff0c\u8fde\u901a\u4e24\u4e2a\u90e8\u5206\u7684\u5173\u952e\u8282\u70b9\uff0c\u5176\u672c\u8eab\u7684\u8fde\u63a5\u6570\u4e0d\u591a\uff0c\u5176\u91cd\u8981\u6027\u6765\u81ea\u4e0e\u5176\u5728\u7f51\u7edc\u4e2d\u6240\u5904\u7684\u4f4d\u7f6e\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u800c\u5f3a\u5316\u5b66\u4e60\u52a0\u56fe\u5d4c\u5165\uff0c\u5219\u80fd\u591f\u8ba9\u7b97\u6cd5\u57fa\u4e8e\u8bad\u7ec3\u4e2d\u5b66\u5230\u7684\u590d\u6742\u89c4\u5219\uff0c\u9488\u5bf9\u7279\u5b9a\u573a\u666f\uff0c\u52a8\u6001\u5730\u5236\u5b9a\u89e3\u51b3\u65b9\u6848\u3002\u57fa\u4e8e\u8fd9\u79cd\u6a21\u5f0f\uff0c\u53ef\u4ee5\u627e\u5230\u89e3\u51b3\u5f88\u591a\u5176\u4ed6\u95ee\u9898\u7b97\u6cd5\uff0c\u4f8b\u5982\u5728\u7f51\u7edc\u4e2d\uff0c\u8bc6\u522b\u51fa\u8be5\u4fdd\u5b58\u54ea\u4e9b\u8282\u70b9\uff0c\u80fd\u591f\u4f7f\u7f51\u7edc\u7684\u8fde\u901a\u6027\u6700\u5927\u7a0b\u5ea6\u7684\u5f97\u5230\u4fdd\u5b58\u3002<\/span><\/section>\n

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

<\/p>\n

\u56fe4\uff1a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u89e3\u51b3\u6700\u5c0f\u6e17\u6ee4\u9600\u503c\u95ee\u9898\u793a\u610f\u56fe<\/span><\/strong><\/span><\/p>\n

 <\/span><\/section>\n
\u7531\u4e8e\u5f3a\u5316\u5b66\u4e60\u80fd\u591f\u5904\u7406\u5ef6\u8fdf\u53cd\u9988\u5e26\u6765\u7684\u95ee\u9898\uff0c\u5373\u7b2c\u4e00\u6b65\u7684\u884c\u52a8\uff0c\u5728\u7b2c\u56db\u6b65\u624d\u5f97\u5230\u53cd\u9988\uff0c\u56e0\u6b64\u5bf9\u9700\u8981\u591a\u6b65\u64cd\u7eb5\u7f51\u7edc\u7684\u4efb\u52a1\uff0c\u8be5\u65b9\u6cd5\u4e5f\u662f\u4f7f\u7528\u7684\u3002\u4e0a\u56fe\u63cf\u8ff0\u7684\u662f\u7528\u8be5\u7c7b\u65b9\u6cd5\uff0c\u89e3\u51b3\u7f51\u7edc\u4e2d\u6700\u5c0f\u6e17\u6ee4\u9600\u503c\u8fd9\u4e00\u95ee\u9898\u3002\u7531\u4e8e\u8be5\u95ee\u9898\u4e2d\uff0c\u6bcf\u4e00\u6b65\u7684\u51b3\u7b56\u4f9d\u8d56\u4e8e\u4e4b\u524d\u7684\u51b3\u7b56\uff0c\u56e0\u6b64\u76f8\u6bd4\u5bfb\u627e\u5173\u952e\u8282\u70b9\u8fd9\u4e2a\u95ee\u9898\uff0c\u5728\u79bb\u7ebf\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5176\u4e0d\u540c\u70b9\u5728\u4e8e\uff0c\u4f1a\u8ba9\u667a\u80fd\u4f53\u5148\u884c\u52a8 N \u8f6e\uff0c\u4e4b\u540e\u518d\u7ed9\u51fa\u53cd\u9988\u3002<\/span><\/section>\n

<\/section>\n
\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\uff0c\u627e\u51fa\u7f51\u7edc\u4e2d\u4e3a\u8fbe\u6210\u67d0\u4e00\u76ee\u6807\u7684\u6700\u4f18\u884c\u52a8\uff0c\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\uff0c\u9700\u8981\u5173\u6ce8\u7684\u662f\u7b97\u6cd5\u7684\u53ef\u89e3\u91ca\u6027\u3002\u5373\u4e3a\u4f55\u7b97\u6cd5\u4f1a\u7ed9\u51fa\u8fd9\u6837\u7684\u7b56\u7565\uff0c\u5982\u4f55\u5bf9\u5176\u89e3\u91ca\u3002\u53ef\u89e3\u91ca\u6027\u7684\u589e\u5f3a\uff0c\u53ef\u4ee5\u8ba9\u8fd9\u7c7b\u7b97\u6cd5\u5e94\u7528\u5230\u66f4\u771f\u5b9e\u7684\u573a\u666f\u5f53\u4e2d\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u4f8b\u5982\u8b66\u5bdf\u51b3\u5b9a\u8d77\u8bc9\u9ed1\u5e2e\u4e2d\u7684\u5173\u952e\u6210\u5458\uff0c\u901a\u8fc7\u7f51\u7edc\u5206\u6790\uff0c\u5f97\u51fa\u4e86\u5e94\u8be5\u8d77\u8bc9\u54ea\u4e9b\u4eba\u3002\u4f46\u8fd8\u9700\u8981\u6709\u989d\u5916\u7684\u7b97\u6cd5\uff0c\u8bf4\u660e\u5982\u679c\u4e0d\u8d77\u8bc9\u8fd9\u4e9b\u4eba\uff0c\u4e3a\u4ec0\u4e48\u5c31\u4e0d\u80fd\u6253\u51fb\u8be5\u9ed1\u5e2e\u3002\u5426\u5219\uff0c\u516c\u4f17\u4f1a\u6000\u7591\u7b97\u6cd5\u662f\u5426\u516c\u5e73\uff0c\u662f\u5426\u4f1a\u9020\u6210\u5bf9\u5973\u6027\u6216\u5c11\u6570\u65cf\u88d4\u7684\u6b67\u89c6\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\n
\n
\n

\u4f5c\u8005\uff1a\u90ed\u745e\u4e1c<\/p>\n

\u5ba1\u6821\uff1a\u738b\u8212\u51e1<\/p>\n

\u7f16\u8f91\uff1a\u5f20\u723d\u3001\u66fe\u7965\u8f69<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n

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


<\/p>\n


<\/p>\n

\u6587\u672b\u6295\u7968\uff1a<\/span><\/p>\n

\u6587\u5b57\u4e0d\u8fc7\u763e\uff0c\u76f4\u64ad\u641e\u8d77\u6765\uff1f<\/span><\/p>\n

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


<\/section>\n

\u5f3a\u5316\u5b66\u4e60+\u56fe\u5d4c\u5165\uff0c\u590d\u6742\u7f51\u7edc\u4f20\u7edf\u65b9\u6cd5\u4f1a\u88ab\u98a0\u8986\u5417\uff1f\u4f60\u4e00\u5b9a\u610f\u72b9\u672a\u5c3d~\u6700\u597d\u8bba\u6587\u4f5c\u8005\u76f4\u64ad\u641e\u8d77~<\/strong><\/span><\/p>\n


<\/p>\n

\u7136\u800c\u4eba\u6c14\u3001\u4eba\u6c14\u3001\u4eba\u6c14\u5440\uff0c\u4eba\u591f\u591a\u624d\u641e\u5f97\u8d77\u3002\u4e3b\u7f16\u8bf4\uff0c\u8981\u6ca1100\u4f4d\u542c\u4f17\uff0c\u54b1\u90fd\u4e0d\u597d\u610f\u601d\u8054\u7cfb\u4f5c\u8005(\u00b4-\u03b9_-\uff40) <\/strong><\/span><\/p>\n


<\/p>\n

\u6240\u4ee5\u6211\u4eec\u5728\u6b64\u53d1\u8d77\u6295\u7968\uff1a<\/span><\/p>\n

– <\/span>\u5982\u679c\u8d85\u8fc7100\u4eba\u62a5\u540d<\/strong><\/span>\uff0c\u96c6\u667a\u7f16\u8f91\u90e8\u627f\u8bfa\u4f1a\u9080\u8bf7\u8bba\u6587\u4f5c\u8005\u4f5c\u5ba2\u96c6\u667a\u76f4\u64ad\u95f4\uff0c\u8bb2\u900f\u8bba\u6587\u3002<\/strong>\u4f60\u7684\u95ee\u9898\uff0c\u7edf\u7edf\u5f53\u9762\u56de\u5e94\uff01<\/span><\/p>\n

– <\/span>\u5982\u679c\u8d85\u8fc7200\u4eba\u62a5\u540d<\/span><\/strong>\uff0c\u7f16\u8f91\u90e8\u4f1a\u5c3d\u529b\u9080\u8bf7\u9886\u57df\u4e13\u5bb6\uff0c\u9488\u5bf9\u5f3a\u5316\u5b66\u4e60\u3001\u56fe\u5d4c\u5165\u5728\u7f51\u7edc\u79d1\u5b66\u4e2d\u524d\u6cbf\u5e94\u7528\uff0c\u64b0\u5199\u4e13\u9898\u7efc\u8ff0\u6587\u7ae0<\/strong>\uff01\uff08\u53ea\u5728\u96c6\u667a\u624d\u6709\u7684\u90a3\u79cd\uff0c\u4f60\u61c2\u5f97\uff09<\/span><\/p>\n


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\u5177\u4f53\u6295\u7968\u65b9\u6cd5\uff1a\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\uff0c\u5728\u96c6\u667a\u6591\u56fe\u4e0a\u70b9\u51fb\u300c\u6211\u8981\u542c\u300d\u62a5\u540d\uff0c\u63a8\u52a8\u8fd9\u6b21\u76f4\u64ad\u7684\u884c\u52a8\uff0c\u4f60\u7684\u4e00\u7968\u5f88\u91cd\u8981\uff01<\/span><\/strong><\/span><\/p>\n


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\u7279\u522b\u662f\u8bfb\u5230\u6587\u672b\u7684\u4f60( \u00af\u2022\u03c9\u2022\u00af )<\/span><\/p>\n


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\u626b\u7801\u767b\u5f55\u96c6\u667a\u6591\u56fe\u62a5\u540d\u300c\u6211\u8981\u542c\u300d\u3002\u96c6\u667a\u6591\u56fe\u662f\u7531\u96c6\u667a\u4ff1\u4e50\u90e8\u53d1\u8d77\u3001\u4ee5\u590d\u6742\u6027\u79d1\u5b66\u4e3a\u4e3b\u9898\u7684\u81ea\u7ec4\u7ec7\u5b66\u4e60\u793e\u533a\uff0c\u627f\u8f7d\u4e86\u96c6\u667a\u4ff1\u4e50\u90e8\u7684\u8bba\u6587\u89e3\u8bfb\u6d3b\u52a8\u3002<\/strong><\/p>\n

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

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\u4ece\u56fe\u5d4c\u5165\u5230\u56fe\u5206\u7c7b\u2014\u2014\u56fe\u7f51\u7edc\u5165\u95e8\u7efc\u8ff0<\/span><\/strong><\/a><\/section>\n
Science\u8bc4\u8bba\uff1a\u4eba\u5de5\u667a\u80fd\u9700\u8981\u771f\u5b9e\u7684\u751f\u7269\u5927\u8111\u673a\u5236\u5417\uff1f<\/strong><\/a>
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\u57fa\u4e8e\u57ab\u811a\u77f3\u539f\u7406\u7684\u795e\u7ecf\u8fdb\u5316\u7b97\u6cd5\uff1a\u4e3a\u4eba\u5de5\u667a\u80fd\u6ce8\u5165\u521b\u9020\u529b<\/strong><\/a>
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Science\u7ecf\u5178\uff1a\u590d\u6742\u7f51\u7edc\u7684\u7b80\u5355\u6784\u9020\u6a21\u5757\u2014\u2014\u7f51\u7edc\u6a21\u4f53<\/span><\/strong><\/a>
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\u56fe\u7f51\u7edc\u5165\u95e8\u8def\u5f84\uff1a\u4ece\u7f51\u7edc\u79d1\u5b66\u89c6\u89d2\u51fa\u53d1\uff0c\u4e0a\u624b\u6df1\u5ea6\u5b66\u4e60\u524d\u6cbf\u6280\u672f<\/span><\/strong><\/a>
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\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/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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\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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\ud83d\udc47\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u4e86\u89e3\u66f4\u591a\u8bba\u6587\u4fe1\u606f<\/span><\/span><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"

\u5bfc\u8bed \u7275\u4e00\u53d1\u800c\u52a8\u5168\u8eab\uff0c\u7f51\u7edc\u4e2d\u6709\u4e9b\u8282\u70b9\u4e00\u65e6\u88ab\u53bb\u9664\uff0c\u5c31\u4f1a\u5bf9\u7f51\u7edc\u7684\u8fde\u901a\u6027\u4ea7\u751f\u65ad\u5d16\u5f0f\u7684\u5f71\u54cd\u3002\u8be5\u5982\u4f55\u627e\u5230\u8fd9\u6837\u7684\u8282\u70b9\u3002\u8fd1\u65e5\uff0c\u53d1\u8868\u5728 Nature Machine Intelligence \u4e0a\u7684\u4e00\u7bc7\u8bba\u6587\u201c\u901a\u8fc7\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u8bc6\u522b\u590d\u6742\u7f51\u7edc\u4e2d\u7684\u5173\u952e\u8282\u70b9\u201d\u4e2d\uff0c\u63d0\u51fa\u7684 FINDER \u7b97\u6cd5\uff0c\u5f00\u8f9f\u4e86\u89e3\u51b3\u8be5\u7c7b\u95ee\u9898\u7684\u5168\u65b0\u8303\u5f0f\u3002 \u8bba\u6587…<\/p>\n","protected":false},"author":1,"featured_media":20009,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/20018"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=20018"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/20018\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/20009"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20018"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20018"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20018"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=20018"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}