{"id":34079,"date":"2022-04-25T19:38:32","date_gmt":"2022-04-25T11:38:32","guid":{"rendered":"https:\/\/swarma.org\/?p=34079"},"modified":"2022-04-25T19:38:32","modified_gmt":"2022-04-25T11:38:32","slug":"%e4%bb%a3%e8%b0%a2%e5%8f%af%e5%a1%91%e6%80%a7%e5%8f%af%e5%a2%9e%e5%bc%ba%e7%94%9f%e6%80%81%e7%b3%bb%e7%bb%9f%e5%af%b9%e5%85%a8%e7%90%83%e5%8f%98%e6%9a%96%e7%9a%84%e5%8f%8d%e5%ba%94-%e5%a4%8d","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=34079","title":{"rendered":"\u4ee3\u8c22\u53ef\u5851\u6027\u53ef\u589e\u5f3a\u751f\u6001\u7cfb\u7edf\u5bf9\u5168\u7403\u53d8\u6696\u7684\u53cd\u5e94 | \u590d\u6742\u6027\u79d1\u5b66\u9876\u520a\u7cbe\u90097\u7bc7"},"content":{"rendered":"
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Complexity Express \u4e00\u5468\u8bba\u6587\u7cbe\u9009<\/span><\/strong><\/strong><\/p>\n<\/section>\n

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\u4ee5\u4e0b\u662f2022\u5e744\u670818\u65e5-4\u670824\u65e5\u6765\u81eaComplexity Express\u7684\u590d\u6742\u6027\u79d1\u5b66\u8bba\u6587\u7cbe\u9009\u3002\u5982\u679cComplexity Express\u5217\u8868\u4e2d\u6709\u4f60\u611f\u5174\u8da3\u7684\u8bba\u6587\uff0c\u6b22\u8fce\u70b9\u8d5e\u63a8\u8350\uff0c\u6211\u4eec\u4f1a\u4f18\u5148\u7ec4\u7ec7\u89e3\u8bfb~<\/span><\/section>\n

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\u76ee\u5f55\uff1a<\/span><\/strong><\/span><\/strong><\/p>\n

1\u3001\u4ee3\u8c22\u53ef\u5851\u6027\u53ef\u589e\u5f3a\u751f\u6001\u7cfb\u7edf\u5bf9\u5168\u7403\u53d8\u6696\u7684\u53cd\u5e94<\/span><\/strong><\/span><\/strong><\/p>\n

2\u3001\u5e76\u884c\u673a\u5668\u5b66\u4e60\u5728\u590d\u6742\u7f51\u7edc\u52a8\u529b\u5b66\u9884\u6d4b\u4e2d\u7684\u5e94\u7528<\/span><\/strong><\/p>\n

3\u3001\u6e4d\u6d41\u4e2d\u7269\u8d28\u73af\u7684\u7edf\u8ba1\u51e0\u4f55\u5b66<\/span><\/strong><\/p>\n

4\u3001\u57fa\u4e8e\u77e5\u8bc6\u63d0\u53d6\u7684\u901a\u4fe1\u9ad8\u6548\u8054\u90a6\u5b66\u4e60<\/span><\/strong><\/p>\n

5\u3001\u4e8c\u5206\u7f51\u7edc\u6a21\u578b\u8bbe\u8ba1\u6025\u6027\u9ad3\u7cfb\u767d\u8840\u75c5\u8054\u5408\u6cbb\u7597\u65b9\u6848<\/span><\/strong><\/p>\n

6\u3001\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684 Gell-Mann\u2013Low \u4e34\u754c\u6027<\/span><\/strong><\/span><\/strong><\/p>\n

7\u3001\u751f\u6210\u6a21\u578b\u5b66\u4e60\u7684\u795e\u7ecf\u7f16\u7801\u6846\u67b6<\/span><\/strong><\/p>\n


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1. \u4ee3\u8c22\u53ef\u5851\u6027<\/strong><\/p>\n

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\u8bba\u6587\u9898\u76ee\uff1aMetabolic plasticity can amplify ecosystem responses to global warming
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\u8bba\u6587\u6765\u6e90\uff1aNature Communications<\/em><\/span><\/section>\n
\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41467-022-29808-1<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


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2. \u5e76\u884c\u673a\u5668\u5b66\u4e60<\/strong><\/span><\/p>\n

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\u8bba\u6587\u9898\u76ee\uff1aParallel Machine Learning for Forecasting the Dynamics of Complex Networks<\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aPhysical Review Letters<\/em><\/span><\/section>\n
\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.128.164101<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u56fe\uff1a\u5e76\u884c\u7f51\u7edc\u673a\u5668\u5b66\u4e60\u67b6\u6784\u7684\u793a\u610f\u56fe\u3002\u8fd9\u91cc\u6211\u4eec\u5c55\u793a\u4e86\u50a8\u5907\u6c602\uff08R2<\/sub><\/span>\uff09\uff0c\u5b83\u63a5\u6536\u6765\u81ea\u5176\u6307\u5b9a\u8282\u70b9\uff08\u8282\u70b92\uff09\u7684\u8f93\u5165\uff0c\u52a0\u4e0a\u4e0e\u8282\u70b92\u76f8\u8fde\u7684\u8282\u70b9\uff08\u5373\u8282\u70b91\u548c3\uff09\u7684\u8f93\u5165\u3002\u7136\u540e\uff0cR2<\/sub><\/span>\u88ab\u8bad\u7ec3\u4ee5\u9884\u6d4b\u5176\u5206\u914d\u7684\u8282\u70b9\uff08\u8282\u70b92\uff09\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5bf9\u7f51\u7edc\u4e2d\u7684\u6bcf\u4e2a\u8282\u70b9\u90fd\u662f\u4e00\u6837\u7684\uff0c\u8fd9\u6837\uff0c\u50a8\u5907\u6c60\u4e4b\u95f4\u7684\u8fde\u63a5\u5c31\u6a21\u4eff\u4e86\u8981\u9884\u6d4b\u7684\u7f51\u7edc\u3002<\/span><\/p>\n


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3. \u6e4d\u6d41\u4e2d\u7269\u8d28\u73af\u7684\u7edf\u8ba1\u51e0\u4f55\u5b66<\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u8bba\u6587\u9898\u76ee\uff1aThe statistical geometry of material loops in turbulence<\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aNature Communications<\/em><\/span><\/section>\n
\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41467-022-29422-1<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n

<\/section>\n
\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u6df7\u6c8c\u6d41<\/span>\uff08chaotic flow\uff09<\/span>\u503e\u5411\u4e8e\u5c06\u6750\u6599\u7684\u5143\u7d20\u6298\u53e0\u3001\u626d\u52a8\u548c\u8936\u76b1\u6210\u8fd1\u4f3c\u65e0\u9650\u590d\u6742\u7684\u72b6\u6001\u3002\u4e00\u4e2a\u57fa\u672c\u7684\u95ee\u9898\u662f\uff0c\u8fd9\u4e2a\u52a8\u8361\u7684\u8fc7\u7a0b\u662f\u5426\u5177\u6709\u4efb\u4f55\u957f\u671f\u6301\u7eed\u5b58\u5728\u7684\u53ef\u9884\u6d4b\u7279\u5f81\u3002\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\u53ef\u4ee5\u6df1\u5165\u4e86\u89e3\u53d1\u751f\u5728\u6574\u4e2a\u7cfb\u7edf\u4e2d\u7684\u6df7\u5408\u8fc7\u7a0b\uff0c\u4ece\u67d3\u6599\u6269\u6563\u5230\u6c34\u4e2d\u3001\u6d6e\u6e38\u751f\u7269\u7fa4\u843d\u5728\u6d77\u6d0b\u8868\u9762\u7684\u6269\u6563\uff0c\u5230\u8d85\u65b0\u661f\u70ed\u6838\u7206\u70b8\u4e2d\u7684\u7206\u70b8\u4f20\u64ad\u3002\u5728\u8fd9\u4e9b\u8fc7\u7a0b\u4e2d\uff0c\u6750\u6599\u7684\u5143\u7d20\u2014\u2014\u5448\u73b0\u4e3a\u88ab\u52a8\u3001\u975e\u6269\u6563\u6807\u8bb0\u7684\u66f2\u7ebf\u3001\u66f2\u9762\u6216\u4f53\u79ef\uff0c\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5185\u5728\u7684\u51e0\u4f55\u5b66\u89c6\u89d2\uff0c\u4ee5\u4e86\u89e3\u6df7\u6c8c\u6d41\u7684\u590d\u6742\u52a8\u529b\u5b66\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u5728\u672c\u6587\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u63ed\u793a\u4e86\u6e4d\u6d41\u73af\u5883\u4e2d\u7269\u8d28\u73af\u7684\u7a33\u5065\u7edf\u8ba1\u6027\u8d28\u3002\u672c\u6587\u91c7\u53d6\u7684\u65b9\u6cd5\u7ed3\u5408\u4e86 Navier-Stokes \u6e4d\u6d41\u7684\u9ad8\u7cbe\u5ea6\u76f4\u63a5\u6570\u503c\u6a21\u62df\u3001\u968f\u673a\u6a21\u578b\u4ee5\u53ca\u52a8\u529b\u7cfb\u7edf\u65b9\u6cd5\uff0c\u4ee5\u63ed\u793a\u8fd9\u4e9b\u590d\u6742\u7269\u4f53\u53ef\u9884\u6d4b\u7684\u666e\u904d\u7279\u5f81\u3002\u7814\u7a76\u4eba\u5458\u5728\u672c\u6587\u4e2d\u8868\u660e\uff0c\u73af\u7684\u66f2\u7387\u7edf\u8ba1\u6027\u8d28\u5728\u901a\u8fc7\u9ad8\u66f2\u7387\u8936\u76b1\u52a8\u6001\u5f62\u6210\u8fc7\u7a0b\u540e\u53d8\u5f97\u7a33\u5b9a\uff0c\u5bfc\u81f4\u4e86\u7edf\u8ba1\u5206\u5e03\u5177\u6709\u5e42\u5f8b\u5c3e\u90e8\uff0c\u4e14\u5176\u6307\u6570\u7531\u6d41\u52a8\u7684\u6709\u9650\u65f6\u95f4 Lyapunov \u6307\u6570\u7684\u5927\u504f\u5dee\u7edf\u8ba1\u786e\u5b9a\u3002\u8fd9\u4e00\u9884\u6d4b\u9002\u7528\u4e8e\u5e7f\u6cdb\u6df7\u6c8c\u6d41\u4e2d\u7684\u5e73\u6d41\u7269\u8d28\u7ebf\u3002\u4e3a\u4e86\u8865\u5145\u8fd9\u4e00\u52a8\u6001\u56fe\u666f\uff0c\u7814\u7a76\u7528\u7cbe\u786e\u7684 Fokker-Planck \u65b9\u6cd5\u5728\u53ef\u89e3\u6790\u7684 Kraichnan \u6a21\u578b\u4e2d\u786e\u8ba4\u4e86\u7406\u8bba\u3002<\/span><\/section>\n

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\u56fe\uff1a\u6700\u521d\u7684\u5706\u73af\uff08\u989c\u8272\u5bf9\u5e94\u4e8e\u521d\u59cb\u89d2\u5ea6\uff09\u5728 27\u03c4\u03b7<\/span><\/sub><\/span> \u5185\u7684\u6e4d\u6d41\u573a\u5e73\u6d41\uff0c\u5176\u4e2d \u03c4\u03b7<\/span><\/sub><\/span> \u662f Kolmogorov \u65f6\u95f4\u3002 \u6e4d\u6d41\u7684\u626d\u66f2\u548c\u6298\u53e0\u4f5c\u7528\u4ea7\u751f\u4e86\u590d\u6742\u7684\u73af\u51e0\u4f55\u5f62\u72b6\uff0c\u800c\u73af\u7684\u957f\u5ea6\u5e73\u5747\u5448\u6307\u6570\u589e\u957f\u3002 \u6240\u793a\u7684\u5faa\u73af\u662f\u4e00\u4e2a\u6bd4\u8f83\u6781\u7aef\u7684\u60c5\u51b5\u3002\u7ecf\u8fc7\u8f83\u957f\u65f6\u95f4\u540e\uff0c\u6e4d\u6d41\u8f83\u5c0f\u533a\u57df\u4e2d\u7684\u73af\u8def\u4f1a\u5f62\u6210\u6269\u5c55\u4e14\u590d\u6742\u7684\u7ed3\u6784\u3002\u63d2\u56fe\u4e3a\u5bfc\u81f4\u66f2\u7387\u5cf0\u503c\u7684\u6750\u6599\u6298\u53e0\u3002<\/span><\/p>\n


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4. \u57fa\u4e8e\u77e5\u8bc6\u63d0\u53d6\u7684<\/strong><\/span><\/p>\n

\u901a\u4fe1\u9ad8\u6548\u8054\u90a6\u5b66\u4e60<\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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<\/section>\n<\/section>\n
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\u8bba\u6587\u9898\u76ee\uff1aCommunication-efficient federated learning via knowledge distillation<\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aNature Communications<\/em><\/span><\/section>\n
\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41467-022-29763-x<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


<\/p>\n

\u8054\u90a6\u5b66\u4e60\u662f\u4e00\u79cd\u4fdd\u62a4\u9690\u79c1\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u7528\u4e8e\u4ece\u5206\u6563\u7684\u6570\u636e\u4e2d\u8bad\u7ec3AI\u6a21\u578b\uff0c\u5728\u6a21\u578b\u8bad\u7ec3\u7684\u6bcf\u4e00\u6b21\u8fed\u4ee3\u4e2d\uff0c\u8054\u90a6\u5b66\u4e60\u7b97\u6cd5\u4f1a\u5229\u7528\u6536\u5230\u7684\u5c40\u90e8\u6570\u636e\u66f4\u65b0\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u5168\u5c40\u6570\u636e\uff0c\u4ece\u800c\u5b9e\u73b0\u5bf9\u9690\u79c1\u6570\u636e\u7684\u5229\u7528\u548c\u4fdd\u62a4\u3002\u7136\u800c\uff0c\u5982\u679c\u6a21\u578b\u66f4\u65b0\u5305\u542b\u5927\u91cf\u7684\u53c2\u6570\uff0c\u90a3\u4e48\u6a21\u578b\u7684\u66f4\u65b0\u6570\u636e\u53ef\u80fd\u4f1a\u975e\u5e38\u5927\uff0c\u800c\u4e14\u6a21\u578b\u8bad\u7ec3\u4e5f\u9700\u8981\u5f88\u591a\u8f6e\u7684\u901a\u4fe1\u3002\u8054\u90a6\u5b66\u4e60\u4e2d\u5de8\u5927\u7684\u901a\u4fe1\u6210\u672c\u5bfc\u81f4\u4e86\u5ba2\u6237\u7aef\u7684\u5f00\u9500\u8fc7\u5927\u548c\u9ad8\u73af\u5883\u8d1f\u62c5\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3aFedKD\u7684\u8054\u90a6\u5b66\u4e60\u65b9\u6cd5\uff0c\u57fa\u4e8e\u81ea\u9002\u5e94\u4e92\u76f8\u77e5\u8bc6\u63d0\u53d6\u548c\u52a8\u6001\u68af\u5ea6\u538b\u7f29\u6280\u672f\uff0c\u65e2\u53ef\u4ee5\u8282\u7701\u901a\u4fe1\u6210\u672c\u53c8\u80fd\u6709\u6548\u8bad\u7ec3\u6a21\u578b\u3002\u5728\u4e09\u4e2a\u4e0d\u540c\u7684\u9700\u8981\u9690\u79c1\u4fdd\u62a4\u7684\u573a\u666f\u4e0a\u5bf9FedKD\u8fdb\u884c\u4e86\u9a8c\u8bc1\uff0c\u7ed3\u679c\u8868\u660e\uff0cFedKD\u6700\u591a\u80fd\u964d\u4f4e94.89%\u7684\u901a\u4fe1\u5f00\u9500\uff0c\u53d6\u5f97\u4e86\u4e0e\u96c6\u4e2d\u5f0f\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5b66\u4e60\u76f8\u5ab2\u7f8e\u7684\u7ed3\u679c\u3002FedKD\u63d0\u4f9b\u4e86\u5728\u8bb8\u591a\u573a\u666f\u4e2d\u9ad8\u6548\u90e8\u7f72\u9690\u79c1\u4fdd\u62a4\u667a\u80fd\u7cfb\u7edf\u7684\u6f5c\u529b\uff0c\u4f8b\u5982\u667a\u80fd\u533b\u7597\u4fdd\u5065\u548c\u4e2a\u6027\u5316\u5b66\u4e60\u3002<\/span><\/section>\n

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\u56fe\uff1aFedKD \u6846\u67b6\uff0c\u5229\u7528\u672c\u5730\u6570\u636e\u5bf9 local mentor \u6a21\u578b\u548c global mentee \u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002\u4e24\u79cd\u6a21\u578b\u90fd\u662f\u4ece\u5c40\u90e8\u6807\u8bb0\u6570\u636e\u4ee5\u53ca\u9884\u6d4b\u7ed3\u679c\u548c\u9690\u85cf\u7ed3\u679c\u4e2d\u5b66\u4e60\u3002\u672c\u5730\u68af\u5ea6\u5728\u4e0a\u4f20\u5230\u670d\u52a1\u5668\u4e4b\u524d\u8fdb\u884c\u5206\u89e3\uff0c\u7136\u540e\u5728\u670d\u52a1\u5668\u4e0a\u91cd\u65b0\u6784\u5efa\u4ee5\u8fdb\u884c\u805a\u5408\u3002\u805a\u5408\u7684\u5168\u5c40\u68af\u5ea6\u8fdb\u4e00\u6b65\u5206\u89e3\u5e76\u5206\u53d1\u7ed9\u5ba2\u6237\u7aef\u4ee5\u8fdb\u884c\u672c\u5730\u66f4\u65b0\u3002<\/span><\/p>\n


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5. \u4e8c\u5206\u7f51\u7edc\u6a21\u578b<\/strong><\/span><\/p>\n

\u8bbe\u8ba1\u6025\u6027\u9ad3\u7cfb\u767d\u8840\u75c5\u8054\u5408\u6cbb\u7597\u65b9\u6848<\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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

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\u8bba\u6587\u9898\u76ee\uff1aBipartite network models to design combination therapies in acute myeloid leukaemia<\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aNature Communications<\/em><\/span><\/section>\n
\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41467-022-29793-5<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


<\/p>\n

\u5bf9\u764c\u75c7\u8054\u5408\u6cbb\u7597\u7684\u7597\u6548\u548c\u5b89\u5168\u6027\u4f18\u4e8e\u5355\u4e00\u9776\u70b9\u6cbb\u7597\u3002\u7136\u800c\uff0c\u786e\u5b9a\u6709\u6548\u7684\u836f\u7269\u7ec4\u5408\u9700\u8981\u65f6\u95f4\u548c\u8d44\u6e90\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u901a\u8fc7\u5bf9\u60a3\u8005\u76f8\u5173\u836f\u7269\u53cd\u5e94\u6570\u636e\uff0c\u7279\u522b\u662fBeat AML\u6570\u636e\u96c6\uff0c\u4f7f\u7528\u4e8c\u5206\u7f51\u7edc\u5efa\u6a21\u6765\u8bc6\u522b\u6f5c\u836f\u7269\u7ec4\u5408\u7684\u65b9\u6cd5\u3002\u8be5\u65b9\u6cd5\u5229\u7528\u7ec6\u80de\u6d3b\u529b\u4e2d\u4f4d\u6570\u4f5c\u4e3a\u836f\u6548\u6d4b\u91cf\u6307\u6807\uff0c\u6784\u5efa\u52a0\u6743\u4e8c\u5206\u7f51\u7edc\uff0c\u5efa\u7acb\u836f\u7269-\u751f\u7269\u6837\u54c1\u76f8\u4e92\u4f5c\u7528\u6a21\u578b\uff0c\u5e76\u5728\u4e24\u4e2a\u6295\u5f71\u7f51\u7edc\u4e2d\u5bfb\u627e\u8282\u70b9\u7c07\u3002\u7136\u540e\uff0c\u5229\u7528\u805a\u7c7b\u7ed3\u679c\u53d1\u73b0\u6709\u6548\u7684\u591a\u9776\u70b9\u836f\u7269\u7ec4\u5408\uff0c\u8fd9\u4e5f\u5f97\u5230\u4e86\u66f4\u591a\u6765\u81eaGDSC\u548cALMANAC\u6570\u636e\u5e93\u7684\u8bc1\u636e\u7684\u652f\u6301\u3002\u9009\u62e9\u836f\u7269\u7ec4\u5408\u7684\u6548\u529b\u548c\u534f\u540c\u4f5c\u7528\u6c34\u5e73\uff0c\u5728\u4e09\u79cd\u6025\u6027\u9ad3\u7cfb\u767d\u8840\u75c5\u7ec6\u80de\u7cfb\u7684\u4f53\u5916\u5355\u4e00\u6cbb\u7597\u4e2d\u5f97\u5230\u8bc1\u5b9e\u3002\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86\u4e00\u79cd\u6570\u636e\u6316\u6398\u65b9\u6cd5\uff0c\u4ee5\u901a\u8fc7\u7ec4\u5408\u7597\u6cd5\u6539\u5584\u6025\u6027\u9ad3\u7cfb\u767d\u8840\u75c5\u7684\u6cbb\u7597\u3002<\/span><\/section>\n

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\u56fe\uff1a\u6570\u636e\u6536\u96c6\u548c\u9884\u5904\u7406\u4eceBeat AML\u836f\u7269\u53cd\u5e94\u6570\u636e\u96c6\u5f00\u59cb\uff0c\u7136\u540e\u662f\u5173\u8054\u77e9\u9635\u63d0\u53d6\u3001\u52a0\u6743\u4e8c\u5206\u7f51\u7edc\u91cd\u5efa\u3001\u7f51\u7edc\u6295\u5f71\u548c\u793e\u533a\u53d1\u73b0\u3002\u4f7f\u7528ChEMBL\u3001Omnipath\u3001DrugTargetCommons\u548cKEGG\u6570\u636e\u5e93\uff0c\u6839\u636e\u73b0\u6709\u7684\u57fa\u56e0\u8868\u8fbe\u8c31\u3001\u836f\u7269-\u9776\u70b9\u76f8\u4e92\u4f5c\u7528\u3001\u86cb\u767d\u8d28-\u86cb\u767d\u8d28\u76f8\u4e92\u4f5c\u7528\u548c\u751f\u7269\u8def\u5f84\uff0c\u5229\u7528\u6240\u6709\u96c6\u7fa4\u7684\u836f\u7269\u548c\u75c5\u4eba\/\u7ec6\u80de\u6210\u5458\u7684\u76f8\u4f3c\u6027\u8fdb\u884c\u96c6\u7fa4\u5185\u540c\u8d28\u6027\u5206\u6790\u3002 \u6b64\u5916\uff0c\u989d\u5916\u7684\u836f\u7269\u53cd\u5e94\u6570\u636e\u96c6GDSC\u548cALMANAC\u5206\u522b\u7528\u4e8e\u96c6\u7fa4\u5185\u540c\u8d28\u6027\u5206\u6790\u548c\u96c6\u7fa4\u95f4\u836f\u7269\u7ec4\u5408\u7b56\u7565\u6b65\u9aa4\uff0c\u4ee5\u68c0\u67e5\u6240\u63d0\u51fa\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u5426\u72ec\u7acb\u4e8e\u6570\u636e\u96c6\u3002<\/span><\/p>\n


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6. \u795e\u7ecf\u7f51\u7edc\u4e2d\u7684<\/strong><\/span><\/p>\n

Gell-Mann-Low\u4e34\u754c\u6027<\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u8bba\u6587\u9898\u76ee\uff1aGell-Mann\u2013Low Criticality in Neural Networks<\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aPhysical Review Letters<\/em><\/span><\/section>\n
\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.128.168301<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u4e34\u754c\u6027\u4e0e\u6700\u4f73\u8ba1\u7b97\u80fd\u529b\u6709\u7740\u6df1\u523b\u7684\u8054\u7cfb\u3002\u7136\u800c\uff0c\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u7531\u4e8e\u7f3a\u4e4f\u5927\u8111\u4e34\u754c\u52a8\u529b\u5b66\u7684\u91cd\u6574\u5316\u7406\u8bba\uff0c\u5bf9\u8fd9\u79cd\u5f62\u5f0f\u7684\u751f\u7269\u4fe1\u606f\u5904\u7406\u7684\u7406\u89e3\u4ec5\u9650\u4e8e\u5e73\u5747\u573a\u7ed3\u679c\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5ffd\u7565\u4e86\u4e34\u754c\u7cfb\u7edf\u7684\u4e00\u4e2a\u5173\u952e\u7279\u5f81\uff1a\u8de8\u8d8a\u6240\u6709\u957f\u5ea6\u5c3a\u5ea6\u7684\u81ea\u7531\u5ea6\u4e4b\u95f4\u5b58\u5728\u76f8\u4e92\u4f5c\u7528\uff0c\u8fd9\u662f\u590d\u6742\u7684\u975e\u7ebf\u6027\u8ba1\u7b97\u6240\u9700\u8981\u7684\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u5178\u578b\u7684\u795e\u7ecf\u573a\u7406\u8bba\u7684\u91cd\u6574\u5316\u7406\u8bba\uff0c\u5373\u968f\u673a\u7684\u5a01\u5c14\u900a-\u8003\u6069\u6a21\u578b<\/span>\uff08Wilson-Cowan model \uff09<\/span>\u3002\u6211\u4eec\u8ba1\u7b97\u4e86\u8026\u5408\u6d41\uff0c\u5b83\u5728\u4e0d\u65ad\u589e\u52a0\u7684\u957f\u5ea6\u5c3a\u5ea6\u4e0a\u53c2\u6570\u5316\u76f8\u4e92\u4f5c\u7528\u3002\u5c3d\u7ba1\u4e0e Kardar-Parisi-Zhang \u6a21\u578b\u6709\u76f8\u4f3c\u4e4b\u5904\uff0c\u4f46\u8be5\u7406\u8bba\u5c5e\u4e8e Gell-Mann-Low \u7c7b\u578b\uff0c\u662f\u53ef\u91cd\u6574\u5316\u91cf\u5b50\u573a\u8bba\u7684\u5178\u578b\u5f62\u5f0f\u3002\u5728\u8fd9\u91cc\uff0c\u975e\u7ebf\u6027\u8026\u5408\u6d88\u5931\uff0c\u6d41\u5411\u9ad8\u65af\u56fa\u5b9a\u70b9\uff0c\u4f46\u5bf9\u6570\u7f13\u6162\uff0c\u56e0\u6b64\u5728\u5927\u591a\u6570\u5c3a\u5ea6\u4e0a\u4ecd\u7136\u6709\u6548\u3002\u6211\u4eec\u5c55\u793a\u4e86\u8fd9\u79cd\u4e34\u754c\u7684\u76f8\u4e92\u4f5c\u7528\u7ed3\u6784\uff0c\u4ee5\u5b9e\u73b0\u4fe1\u606f\u5b58\u50a8\u7684\u6700\u4f73\u7ebf\u6027\u548c\u8ba1\u7b97\u6240\u9700\u7684\u975e\u7ebf\u6027\u4e4b\u95f4\u7684\u7406\u60f3\u6743\u8861\u3002<\/span><\/section>\n

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\u56fe\uff1a\uff08a\uff09\u4e00\u4e2a\u7ebf\u6027\u8bfb\u6570\u88ab\u8bad\u7ec3\u6210\u4ece\u795e\u7ecf\u6d3b\u52a8\u4e2d\u63d0\u53d6\u6240\u9700\u7684\u8f93\u5165-\u8f93\u51fa\u6620\u5c04\u3002\u96c6\u4f53\u975e\u7ebf\u6027\u76f8\u4e92\u4f5c\u7528\u662f\u5b9e\u73b0\u590d\u6742\u6620\u5c04\u7684\u57fa\u7840\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u9700\u8981\u8d85\u8d8a\u5e73\u5747\u573a\u65b9\u6cd5\uff0c\u5728\u9010\u6e10\u589e\u52a0\u7684\u957f\u5ea6\u5c3a\u5ea6\u4e0a\u8ddf\u8e2a\u975e\u7ebf\u6027\u76f8\u4e92\u4f5c\u7528\u3002(b) \u65b9\u5dee\uff0c\u84dd\u8272\u94bb\u77f3\uff1a\u6a21\u62df\uff1b\u6df1\u84dd\u8272\u865a\u7ebf\uff1a\u7ebf\u6027\u7cfb\u7edf\uff1b\u7070\u8272\u5b9e\u7ebf\uff1a\u91cd\u6574\u5316\u7406\u8bba\u3002\uff08c\uff09\u8026\u5408\u6d41\uff0c\u8fc7\u6e21\u7ebf\uff08\u9ed1\u8272\u865a\u7ebf\uff09\u5c06\u6536\u655b\u533a\uff08\u7eff\u8272\uff09\u548c\u53d1\u6563\u533a\uff08\u7ea2\u8272\uff09\u5206\u5f00\u3002\uff08d\uff09\u8bb0\u5fc6\uff0c\u5bf9\u4e8e\u4e0d\u540c\u5f3a\u5ea6\u7684\u975e\u7ebf\u6027\uff0c\u9ad8\u65af\u8f93\u5165\u968f\u65f6\u95f4\u7684\u91cd\u5efa\u7cbe\u5ea6\uff080\uff1a\u5b8c\u5168\u9057\u5fd8\uff1b1\uff1a\u5b8c\u7f8e\u91cd\u5efa\uff09\u3002\uff08e\uff09\u5206\u7c7b\uff0c\u6b63\u786e\u5206\u914d\u7ed93\u4f4d\u5b57\u7b26\u4e32\u7684\u5947\u5076\u6027\u4efd\u989d\uff08\u84dd\u8272\u66f2\u7ebf\uff09\u548c\u91cd\u590d\u8bad\u7ec3\u7684\u6807\u51c6\u504f\u5dee\uff08\u9634\u5f71\u533a\uff09\u3002\u8bfb\u51fa\u65f6\u6700\u6162\uff08\u7ea2\u8272\uff09\u3001\u4e2d\u95f4\uff08\u6a59\u8272\uff09\u548c\u6700\u5feb\uff08\u7eff\u8272\uff09\u6a21\u5f0f\u7684\u8870\u51cf\u65f6\u95f4\u5c3a\u5ea6\u3002<\/span><\/p>\n


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7. \u751f\u6210\u6a21\u578b\u5b66\u4e60\u7684\u795e\u7ecf\u7f16\u7801\u6846\u67b6<\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u8bba\u6587\u9898\u76ee\uff1aThe neural coding framework for learning generative models<\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aNature Communications<\/em><\/span><\/section>\n
\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41467-022-29632-7<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u795e\u7ecf\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u590d\u6742\u6982\u7387\u5206\u5e03<\/span>\uff08complex probability distribution\uff09<\/span>\uff0c\u91c7\u6837\u5e76\u4f30\u8ba1\u6982\u7387\u5bc6\u5ea6\u51fd\u6570\u3002\u53d7\u5927\u8111\u9884\u6d4b\u5904\u7406\u7406\u8bba<\/span>\uff08predictive processing theory\uff09<\/span>\u542f\u53d1\uff0c\u6211\u4eec\u63d0\u51fa\u4e00\u79cd\u795e\u7ecf\u751f\u6210\u6a21\u578b\u7684\u8ba1\u7b97\u6846\u67b6\u3002\u6839\u636e\u8be5\u7406\u8bba\uff0c\u5927\u8111\u4e2d\u67d0\u4e00\u5c42\u7684\u795e\u7ecf\u5143\u4f1a\u5bf9\u53e6\u4e00\u5c42\u4f20\u6765\u7684\u611f\u5b98\u8f93\u5165\u505a\u51fa\u9884\u6d4b\uff0c\u5e76\u6839\u636e\u9884\u6d4b\u4e0e\u89c2\u6d4b\u4fe1\u53f7\u7684\u5dee\u522b\u8c03\u6574\u6a21\u578b\u53c2\u6570\u3002\u7c7b\u4f3c\u5730\uff0c\u5728\u6211\u4eec\u63d0\u51fa\u7684\u751f\u6210\u6a21\u578b\u4e2d\uff0c\u4eba\u5de5\u795e\u7ecf\u5143\u4e5f\u4f1a\u9884\u6d4b\u76f8\u90bb\u795e\u7ecf\u5143\u7684\u884c\u4e3a\uff0c\u5e76\u6839\u636e\u9884\u6d4b\u7684\u51c6\u786e\u6027\u8c03\u53c2\u3002\u6211\u4eec\u6240\u63d0\u51fa\u6846\u67b6\u4e0b\u7684\u795e\u7ecf\u751f\u6210\u6a21\u578b\u5728\u51e0\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u6570\u636e\u96c6\u548c\u8861\u91cf\u6807\u51c6\u4e0b\u8868\u73b0\u826f\u597d\uff0c\u53ef\u4ee5\u5ab2\u7f8e\u6216\u8fdc\u8d85\u5176\u4ed6\u529f\u80fd\u76f8\u4f3c\u7684\u751f\u6210\u6a21\u578b\uff0c\u5982\u53d8\u5206\u81ea\u7f16\u7801\u5668<\/span>\uff08variational auto-encoder\uff09<\/span>\u3002<\/span><\/section>\n

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\u56fe\uff1a\u795e\u7ecf\u751f\u6210\u7f16\u7801\u3001\u8ba1\u7b97\u548c\u73af\u8def\u3002\uff08a\uff09\u795e\u7ecf\u751f\u6210\u7f16\u7801\u4e2d\u4e24\u4e2a\u91cd\u8981\u8ba1\u7b97\u6b65\u9aa4\uff1a\uff081\uff09\u9884\u6d4b\u548c\u4fa7\u5411\u9519\u8bef\u8ba1\u7b97\uff1b\uff082\uff09\u795e\u7ecf\u72b6\u6001\u7684\u8bef\u5dee-\u7ea0\u6b63\u3002\u56fe\u4e2d\u7ed8\u5236\u4e86\u4e00\u4e2a3\u5c42\u7684\u7b80\u5355\u7f51\u7edc\uff0c\u6bcf\u5c42\u75312\u4e2a\u72b6\u6001\u795e\u7ecf\u5143\u7ec4\u6210\uff08\u7070\u8272\u5706\uff09\uff0c\u5728T\u6b65\u91cc\u8fed\u4ee3\u66f4\u65b0\u3002\u5176\u4e2d\u4e24\u5c42\u795e\u7ecf\u5143\u4e0e\u8bef\u5dee\u795e\u7ecf\u5143\uff08\u6a59\u8272\u94bb\u77f3\u5f62\uff09\u8fde\u63a5\uff0c\u8bef\u5dee\u795e\u7ecf\u5143\u8ba1\u7b97\u5728\u6574\u4e2a\u7cfb\u7edf\u4e2d\u4f20\u64ad\u7684\u8bef\u5dee\u4fe1\u606f\u3002\u5e95\u5c42z0<\/sub><\/span>\u63a5\u6536\u611f\u5b98\u8f93\u5165\uff08\u4e00\u5f20\u56fe\u7247\uff09\u3002\uff08b\uff09\u795e\u7ecf\u751f\u6210\u7f16\u7801\u4e2d\u57fa\u672c\u795e\u7ecf\u5143\u8ba1\u7b97\u5355\u5143\uff0c\u5728l\u5c42\u91cc\u7531\u4e00\u4e2a\u72b6\u6001\u795e\u7ecf\u5143<\/sub><\/span>\uff0c\u4e00\u4e2a\u8bef\u5dee\u795e\u7ecf\u5143<\/sub><\/span>\u7ec4\u6210\u3002\u5728\u8fd9\u4e2a\u73af\u8def\u4e2d\uff0c\u4e00\u4e2a\u72b6\u6001\u795e\u7ecf\u5143\u4e0d\u4ec5\u63a5\u6536\u8bef\u5dee\u795e\u7ecf\u5143\u7684\u4fe1\u606f\uff08\u7531<\/sub><\/span>\u4f20\u9012\uff09\uff0c\u8fd8\u63a5\u6536\u4e00\u4e2a\u81ea\u6fc0\u53d1\u4fe1\u53f7\uff08\u7531<\/sub><\/span>\u4f20\u9012\uff09\u548c\u4fa7\u5411\u8fde\u63a5\u795e\u7ecf\u5143\u4f20\u6765\u7684\u6291\u5236\u4fe1\u53f7\uff08\u7531<\/sub><\/span>\u4f20\u9012\uff09\u3002\u8bef\u5dee\u795e\u7ecf\u5143\u63a5\u6536\u4ece\u4fa7\u5411\u8fde\u63a5\u795e\u7ecf\u5143\u4f20\u6765\u7684\u589e\u76ca\u4fe1\u53f7\uff08\u7531<\/sub><\/span>\u4f20\u9012\uff09\u3002\uff08c\uff09 \u8be5\u7814\u7a76\u4e2d\u91c7\u7528\u7684\u4e0d\u540c\u795e\u7ecf\u751f\u6210\u7f16\u7801\u7ed3\u6784\u3002\u9ed1\u8272\u5b9e\u7bad\u5934\u4ee3\u8868\u751f\u6210\u6743\u91cd\uff0c\u9ed1\u8272\u865a\u7bad\u5934\u4ee3\u8868\u8bef\u5dee\u6743\u91cd\uff0c\u6de1\u7c89\u8272\u865a\u7bad\u5934\u4ee3\u8868\u4e34\u65f6\uff08\u865a\u62df\uff09\u53cd\u5411\u4f20\u64ad\u8bef\u5dee\u901a\u8def\uff0c\u8fd9\u662f\u4e00\u4e2a\u751f\u6210\u6743\u91cd\u7684\u51fd\u6570\uff0c\u5373\u8bef\u5dee\u6743\u91cd\u7684\u8f6c\u7f6e\uff08\u7c89\u8272\u6c34\u5e73\u5b9e\u7bad\u5934\u4ee3\u8868\u54ea\u4e2a\u524d\u5411\u6743\u91cd\u88ab\u7528\u4e8e\u5236\u4f5c\u53cd\u5411\u901a\u8def\u6743\u91cd\uff09<\/span><\/p>\n


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Complex World, Simple Rules.<\/span><\/section>\n
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\u7531\u4e8e\u5b66\u79d1\u4ea4\u53c9\u878d\u5408\uff0c\u5927\u91cf\u9488\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u7814\u7a76\u6210\u679c\u6563\u843d\u5728\u4eba\u5de5\u667a\u80fd\u3001\u7edf\u8ba1\u7269\u7406\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u6570\u636e\u79d1\u5b66\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u3001\u751f\u547d\u79d1\u5b66\u3001\u8ba4\u77e5\u79d1\u5b66\u7b49\u7b49\u4e0d\u540c\u9886\u57df\u7684\u671f\u520a\u4f1a\u8bae\u4e2d\uff0c\u7f3a\u4e4f\u6574\u5408\u3002<\/span><\/section>\n

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\u4e3a\u4e86\u8ba9\u5927\u5bb6\u80fd\u53ca\u65f6\u628a\u63e1\u590d\u6742\u7cfb\u7edf\u9886\u57df\u91cd\u8981\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u6211\u4eec\u9686\u91cd\u63a8\u51fa\u300cComplexity Express\u300d\u670d\u52a1\uff0c\u6c47\u603b\u590d\u6742\u7cfb\u7edf\u76f8\u5173\u7684\u6700\u65b0\u9876\u520a\u8bba\u6587\u3002<\/span><\/strong><\/p>\n

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Complexity Express \u662f\u4ec0\u4e48\uff1f<\/span><\/strong><\/span><\/section>\n

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Complexity Express \u6bcf\u5929\u722c\u53d6\u590d\u6742\u7cfb\u7edf\u9886\u57df\u6700\u65b0\u53d1\u8868\u7684\u9876\u520a\u8bba\u6587\uff0c\u6bcf\u5468\u901a\u8fc7\u201c\u96c6\u667a\u6591\u56fe\u201d\u670d\u52a1\u53f7\u6c47\u603b\u63a8\u9001\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u8fdb\u5165 Complexity Express \u9875\u9762\u5373\u53ef\u968f\u65f6\u67e5\u770b\u9876\u520a\u8bba\u6587\u66f4\u65b0\uff0c\u4f60\u4e5f\u53ef\u4ee5\u901a\u8fc7\u5fae\u4fe1\u63a5\u6536\u7814\u7a76\u66f4\u65b0\u63a8\u9001\u548c\u4e00\u5468\u6c47\u603b\u3002<\/span><\/section>\n

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

\n

<\/section>\n
Complexity Express \u4e3a\u8c01\u670d\u52a1\uff1f<\/span><\/strong><\/span><\/section>\n

<\/section>\n<\/h4>\n
<\/p>\n
    \n
  • \n

    \u5982\u679c\u4f60\u662f\u590d\u6742\u7cfb\u7edf\u9886\u57df\u7684\u7814\u7a76\u8005\uff0c\u53ef\u83b7\u5f97\u91cd\u8981\u8bba\u6587\u4e0a\u7ebf\u901a\u77e5\uff0c\u6bcf\u5468\u83b7\u53d6\u6700\u65b0\u9876\u520a\u8bba\u6587\u6c47\u603b\u3002<\/p>\n<\/li>\n

  • \n

    \u5982\u679c\u4f60\u662f\u590d\u6742\u7cfb\u7edf\u9886\u57df\u7684\u5b66\u4e60\u8005\uff0c\u53ef\u4e86\u89e3\u5b66\u754c\u5173\u6ce8\u7684\u524d\u6cbf\u95ee\u9898\uff0c\u628a\u63e1\u4e13\u4e1a\u53d1\u5c55\u8109\u7edc\u3002<\/p>\n<\/li>\n

  • \n

    \u5982\u679c\u4f60\u662f\u4f20\u7edf\u7684\u751f\u547d\u79d1\u5b66\u3001\u793e\u4f1a\u79d1\u5b66\u7b49\u5b66\u79d1\u4e2d\u7684\u7814\u7a76\u8005\/\u5b66\u4e60\u8005\uff0c\u53ef\u4ee5\u4ece\u590d\u6742\u79d1\u5b66\u548c\u8de8\u5b66\u79d1\u7814\u7a76\u4e2d\u83b7\u5f97\u7075\u611f\u542f\u53d1\u3002<\/p>\n<\/li>\n

  • \n
    \u5982\u679c\u4f60\u662f\u5173\u6ce8\u524d\u6cbf\u7814\u7a76\u53d1\u73b0\u7684\u77e5\u8bc6\u730e\u624b\uff0c\u53ef\u83b7\u5f97\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u5bf9\u81ea\u7136\u548c\u4eba\u7c7b\u4e16\u754c\u7684\u6700\u65b0\u6d1e\u89c1\u3002<\/section>\n<\/li>\n<\/ul>\n

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

    Complexity Express \u680f\u76ee\u4e5f\u662f\u96c6\u667a\u4ff1\u4e50\u90e8\u516c\u4f17\u53f7\u7684\u4e3b\u8981\u9009\u9898\u6765\u6e90\uff0c\u8bda\u631a\u9080\u8bf7\u4f60\u8ba2\u9605\uff0c\u4e0e\u6211\u4eec\u4fe1\u606f\u540c\u6b65\u3002<\/span><\/section>\n
     <\/span><\/section>\n

    \n
    Complexity Express \u8bba\u6587\u4ece\u54ea\u91cc\u6765\uff1f<\/span><\/strong><\/span><\/section>\n

    <\/section>\n<\/h4>\n
    \u8003\u8651\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u5f80\u5f80\u5c5e\u4e8e\u8de8\u5b66\u79d1\u5de5\u4f5c\uff0c\u6211\u4eec\u4e3b\u8981\u6293\u53d6\u7efc\u5408\u7c7b\u548c\u6cdb\u7269\u7406\u7c7b\/\u8ba1\u7b97\u673a\u7c7b\u7684\u9876\u7ea7\u671f\u520a\uff0c\u4ece\u6bcf\u5468\u65b0\u53d1\u8868\u7684\u6570\u767e\u7bc7\u8bba\u6587\u4e2d\u7cbe\u9009\u51fa\u4e0e\u590d\u6742\u7cfb\u7edf\u76f8\u5173\u7684\u8bba\u6587\u3002<\/span><\/section>\n
     <\/span><\/section>\n
    Complexity Express \u53c2\u8003\u5f71\u54cd\u56e0\u5b50\u548c\u5b66\u8005\u53e3\u7891\uff0c\u9009\u62e9\u4e86\u5982\u4e0b\u671f\u520a\uff0c\u6bcf\u65e5\u722c\u53d6\u5176\u8bba\u6587\u66f4\u65b0\uff1a<\/span><\/section>\n
      \n
    • \n

      Nature<\/em><\/p>\n<\/li>\n

    • \n

      Science<\/em><\/p>\n<\/li>\n

    • \n

      PNAS<\/em><\/p>\n<\/li>\n

    • \n

      Nature Communications<\/em><\/p>\n<\/li>\n

    • \n

      Science Advances<\/em><\/p>\n<\/li>\n

    • \n

      Physics Reports<\/em><\/p>\n<\/li>\n

    • \n

      Physical Review Letters<\/em><\/p>\n<\/li>\n

    • \n

      Physical Review X<\/em><\/p>\n<\/li>\n

    • \n

      Nature Physics<\/em><\/p>\n<\/li>\n

    • \n

      Nature Human Behaviour<\/em><\/p>\n<\/li>\n

    • \n

      Nature Machine Intelligence<\/em><\/p>\n<\/li>\n

    • \n
      Review of Modern Physics<\/em><\/section>\n<\/li>\n
    • \n
      Nature Review Physics<\/em><\/section>\n<\/li>\n
    • \n
      Nature Computational Science<\/em><\/section>\n<\/li>\n
    • \n
      National Science Review<\/em><\/section>\n<\/li>\n
    • \n
      \u66f4\u591a\u671f\u520a\u6301\u7eed\u589e\u8865\u4e2d\uff0c\u6b22\u8fce\u63a8\u8350\u4f60\u8ba4\u4e3a\u91cd\u8981\u7684\u671f\u520a\uff01<\/section>\n<\/li>\n<\/ul>\n
       <\/span><\/section>\n
      \u5982\u679c\u4f60\u5728 Complexity Express \u4e2d\u53d1\u73b0\u4e86\u611f\u5174\u8da3\u7684\u8bba\u6587\uff0c\u8bf7\u7acb\u523b\u201c\u70b9\u8d5e\u201d\uff01\u6bcf\u5468\u6700\u9ad8\u8d5e\u7684\u8bba\u6587\uff0c\u96c6\u667a\u7f16\u8f91\u90e8\u5c06\u7ec4\u7ec7\u4e13\u4e1a\u89e3\u8bfb~<\/span><\/strong><\/section>\n
       <\/span><\/section>\n

      \n
      Complexity Express \u8ffd\u8e2a\u54ea\u4e9b\u9886\u57df\uff1f<\/span><\/strong><\/section>\n

      <\/section>\n<\/h4>\n
      \u6211\u4eec\u529b\u6c42\u517c\u987e\u70ed\u70b9\u8ffd\u8e2a\u4e0e\u9886\u57df\u8986\u76d6\uff0c\u76ee\u524d\u7b5b\u9009\u7684\u8bba\u6587\u4e3b\u8981\u96c6\u4e2d\u5728\u5982\u4e0b\u4e0e\u590d\u6742\u6027\u5173\u7cfb\u5bc6\u5207\u7684\u9886\u57df\uff1a<\/span><\/section>\n
        \n
      • \n
        \u590d\u6742\u7cfb\u7edf\u57fa\u672c\u7406\u8bba<\/span><\/section>\n<\/li>\n
      • \n
        \u590d\u6742\u7f51\u7edc\u65b9\u6cd5\u53ca\u5e94\u7528<\/span><\/section>\n<\/li>\n
      • \n
        \u56fe\u7f51\u7edc\u4e0e\u6df1\u5ea6\u5b66\u4e60<\/span><\/section>\n<\/li>\n
      • \n
        \u8ba1\u7b97\u673a\u5efa\u6a21\u4e0e\u4eff\u771f<\/span><\/section>\n<\/li>\n
      • \n
        \u7edf\u8ba1\u7269\u7406\u4e0e\u590d\u6742\u7cfb\u7edf<\/span><\/section>\n<\/li>\n
      • \n
        \u91cf\u5b50\u8ba1\u7b97\u4e0e\u91cf\u5b50\u4fe1\u606f<\/span><\/section>\n<\/li>\n
      • \n
        \u751f\u6001\u7cfb\u7edf\u3001\u8fdb\u5316\u3001\u751f\u7269\u7269\u7406\u7b49<\/span><\/section>\n<\/li>\n
      • \n
        \u7cfb\u7edf\u751f\u7269\u5b66\u4e0e\u5408\u6210\u751f\u7269\u5b66<\/span><\/section>\n<\/li>\n
      • \n
        \u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u4e0e\u8ba4\u77e5\u795e\u7ecf\u79d1\u5b66<\/span><\/section>\n<\/li>\n
      • \n
        \u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u4e0e\u793e\u4f1a\u7ecf\u6d4e\u590d\u6742\u7cfb\u7edf<\/span><\/section>\n<\/li>\n
      • \n
        \u57ce\u5e02\u79d1\u5b66\u4e0e\u4eba\u7c7b\u884c\u4e3a<\/span><\/section>\n<\/li>\n
      • \n
        \u79d1\u5b66\u5b66<\/span><\/section>\n<\/li>\n
      • \n
        \u8ba1\u7b97\u6d41\u884c\u75c5\u5b66<\/span><\/section>\n<\/li>\n
      • \n
        \u4ee5\u53ca\u4e00\u4e9b\u9886\u57df\u5c0f\u4f17\uff0c\u4f46\u6709\u8da3\u7684\u5de5\u4f5c<\/section>\n<\/li>\n<\/ul>\n
         <\/span><\/section>\n
        \u7531\u4e8e\u590d\u6742\u6027\u7814\u7a76\u9886\u57df\u6a2a\u8de8\u591a\u4e2a\u5b66\u79d1\uff0c\u7814\u7a76\u8bba\u6587\u6563\u843d\u5728\u4e0d\u540c\u7684\u671f\u520a\u4e0a\uff0c\u5f88\u96be\u4e0d\u91cd\u4e0d\u6f0f\u5730\u628a\u63e1\u6700\u65b0\u5de5\u4f5c\u3002\u9488\u5bf9\u590d\u6742\u6027\u9886\u57df\u7684\u8bba\u6587\u7b5b\u9009\uff0c\u6211\u4eec\u4e13\u95e8\u8bbe\u8ba1\u4e86\u7b97\u6cd5\u3002\u7ecf\u8fc7\u6570\u6708\u7684\u8bad\u7ec3\u8fed\u4ee3\u4f18\u5316\uff0c\u76ee\u524d\u5bf9\u4e0a\u8ff0\u9886\u57df\u722c\u53d6\u51c6\u786e\u7387\u8fbe\u523090%\u4ee5\u4e0a\u3002<\/span><\/section>\n
         <\/span><\/section>\n
        \u5c06\u6765\u6211\u4eec\u8fd8\u4f1a\u6839\u636e\u4f60\u7684\u5177\u4f53\u7814\u7a76\u9886\u57df\uff0c\u63a8\u51fa\u7814\u7a76\u5206\u7c7b\u4e0e\u4e2a\u6027\u5316\u7684\u8ba2\u9605\u670d\u52a1\uff0c\u656c\u8bf7\u671f\u5f85\uff01<\/span><\/section>\n
         <\/span><\/section>\n
        \u7531\u4e8e\u590d\u6742\u6027\u9886\u57df\u6d89\u53ca\u7684\u8bba\u6587\u5173\u952e\u8bcd\u548c\u7814\u7a76\u95ee\u9898\u7eb7\u7e41\u590d\u6742\uff0c\u6240\u4ee5\u7b97\u6cd5\u96be\u514d\u6709\u4e0d\u6210\u719f\u7684\u5730\u65b9\uff0c\u5982\u679c\u4f60\u53d1\u73b0\u6211\u4eec\u6709\u6f0f\u6389\u7684\u91cd\u8981\u8bba\u6587\uff0c\u6216\u8005\u722c\u5230\u4e86\u9886\u57df\u6709\u504f\u5dee\u7684\u8bba\u6587\uff0c\u6b22\u8fce\u8054\u7cfb\u6211\u4eec<\/span>\uff08\u5c0f\u52a9\u624b\u5fae\u4fe1\uff1aswarmaAI\uff09<\/span>\uff0c\u5e2e\u52a9\u6211\u4eec\u6301\u7eed\u4f18\u5316\u7b97\u6cd5\u3002<\/span><\/section>\n

        <\/section>\n
        \u5982\u679c\u4f60\u5bf9\u79d1\u5b66\u5b66\u3001\u8ba1\u7b97\u672f\u8bed\u5b66\u7b49\u611f\u5174\u8da3\u5e76\u6709\u4ee3\u7801\u80fd\u529b\uff0c\u6b22\u8fce\u62a5\u540d\u6210\u4e3a\u96c6\u667a\u7b97\u6cd5\u5fd7\u613f\u8005\/\u5b9e\u4e60\u751f<\/span>\uff08\u5177\u4f53\u8bf7\u90ae\u4ef6\u8054\u7cfb\u7b97\u6cd5\u7ec4\u8d1f\u8d23\u4ebahuqiao@swarma.org\uff09<\/span>\u3002<\/span><\/section>\n

        <\/section>\n
        \u5982\u679c\u4f60\u5bf9\u590d\u6742\u79d1\u5b66\u53ca\u76f8\u5173\u8de8\u5b66\u79d1\u7814\u7a76\u6709\u957f\u671f\u5174\u8da3\uff0c\u5e76\u4e50\u4e8e\u89e3\u8bfb\u5206\u4eab\uff0c\u6b22\u8fce\u52a0\u5165\u96c6\u667a\u4f5c\u8005\u56e2\u961f<\/span>\uff08\u5177\u4f53\u8bf7\u90ae\u4ef6\u8054\u7cfb\u7f16\u8f91\u90e8\u8d1f\u8d23\u4ebaliupeiyuan@swarma.org\uff09<\/span>\u3002<\/span><\/strong><\/section>\n

        <\/section>\n

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

        <\/section>\n

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

        \u66f4\u591a\u8bba\u6587<\/span><\/strong><\/strong><\/p>\n<\/section>\n

        \n

        <\/section>\n

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

        <\/section>\n
        \u66f4\u591a\u590d\u6742\u6027\u9876\u520a\u8bba\u6587\uff0c\u8bf7\u5230Complexity Express\u9875\u9762\u67e5\u770b\u3002\u8ba2\u9605\u5373\u53ef\u6bcf\u5468\u83b7\u53d6\u66f4\u65b0\u63d0\u9192\u3002<\/span><\/section>\n
               <\/span><\/section>\n

        <\/section>\n

        <\/section>\n

        \u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u8ffd\u8e2a\u590d\u6742\u79d1\u5b66\u9876\u520a\u8bba\u6587<\/span><\/strong><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"

        \u96c6\u667a\u6591\u56fe\u9876\u520a\u8bba\u6587\u901f\u9012\u680f\u76ee\u4e0a\u7ebf\u4ee5\u6765\uff0c\u6301\u7eed\u6536\u5f55\u6765\u81eaNature\u3001Science\u7b49\u9876\u520a\u7684\u6700\u65b0\u8bba\u6587\uff0c\u8ffd\u8e2a\u590d\u6742\u7cfb\u7edf\u3001\u7f51\u7edc\u79d1\u5b66\u3001\u8ba1\u7b97\u793e\u4f1a\u79d1\u5b66\u7b49\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\u3002\u73b0\u5728\u6b63\u5f0f\u63a8\u51fa\u8ba2\u9605\u529f\u80fd\uff0c\u6bcf\u5468\u901a\u8fc7\u5fae\u4fe1\u670d\u52a1\u53f7\u300c\u96c6\u667a\u6591\u56fe\u300d\u63a8\u9001\u8bba\u6587\u4fe1\u606f\u3002 \u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\uff0c\u5173\u6ce8\u201c\u96c6\u667a\u6591\u56fe\u201d\u670d\u52a1\u53f7\uff0c\u5373\u53ef\u8ba2\u9605Complexity Express\uff1a…<\/p>\n","protected":false},"author":1,"featured_media":33623,"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\/34079"}],"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=34079"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/34079\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/33623"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=34079"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=34079"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=34079"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=34079"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}