{"id":21228,"date":"2020-10-11T12:49:15","date_gmt":"2020-10-11T04:49:15","guid":{"rendered":"https:\/\/swarma.org\/?p=21228"},"modified":"2020-10-11T12:49:15","modified_gmt":"2020-10-11T04:49:15","slug":"%e4%b8%ba%e4%bb%80%e4%b9%88%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e9%9a%be%e4%bb%a5%e7%90%86%e8%a7%a3%e7%94%9f%e5%91%bd%e6%b8%b8%e6%88%8f%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=21228","title":{"rendered":"\u4e3a\u4ec0\u4e48\u795e\u7ecf\u7f51\u7edc\u96be\u4ee5\u7406\u89e3\u751f\u547d\u6e38\u620f\uff1f"},"content":{"rendered":"
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Why neural networks struggle with the Game of Life<\/span><\/p>\n

\u539f\u6587\u5730\u5740\uff1a<\/p>\n

https:\/\/bdtechtalks.com\/2020\/09\/16\/deep-learning-game-of-life\/<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u672c\u6587\u5c5e\u4e8e\u6211\u4eec\u7684\u300aAI\u7814\u7a76\u7efc\u8ff0\u300b<\/span>\uff08reviews of AI research papers\uff09<\/span>\u2014\u2014\u4e00\u7cfb\u5217\u8ffd\u8e2a\u3001\u63a2\u8ba8\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u65b0\u53d1\u73b0\u7684\u62a5\u9053\u3002<\/span>
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\u4ee5 It’s Hard for Neural Networks To Learn the Game of Life<\/em> \u4e3a\u9898\uff0c\u4ed6\u4eec\u7814\u7a76\u4e86\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u751f\u547d\u6e38\u620f\u7684\u8fc7\u7a0b\uff0c\u4ee5\u53ca\u795e\u7ecf\u7f51\u7edc\u7ecf\u5e38\u9519\u8fc7\u6b63\u786e\u89e3\u7684\u539f\u56e0\u3002<\/span><\/section>\n

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It’s Hard for Neural Networks To Learn the Game of Life<\/span><\/p>\n

\u539f\u6587\u5730\u5740\uff1a<\/p>\n

https:\/\/arxiv.org\/abs\/2009.01398<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u82f1\u56fd\u6570\u5b66\u5bb6John Conway\u4e8e1970\u5e74\u53d1\u660e\u4e86<\/span>\u751f\u547d\u6e38\u620f\u3002<\/span><\/span><\/section>\n
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1\u3001<\/span>\u5982\u679c\u4e00\u4e2a\u201c\u5b58\u6d3b\u201d\u5143\u80de\u7684\u201c\u5b58\u6d3b\u201d\u5143\u80de\u90bb\u5c45\u5c11\u4e8e\u4e24\u4e2a\uff0c\u5219\u56e0\u4e3a\u79cd\u7fa4\u5bc6\u5ea6\u8fc7\u4f4e\uff0c\u8be5\u5143\u80de\u8f6c\u4e3a\u201c\u6b7b\u4ea1\u201d\u5143\u80de\uff1b<\/span><\/section>\n
2\u3001\u5982\u679c\u4e00\u4e2a\u201c\u5b58\u6d3b\u201d\u5143\u80de\u7684\u201c\u5b58\u6d3b\u201d\u5143\u80de\u90bb\u5c45\u591a\u4e8e\u4e09\u4e2a\uff0c\u5219\u56e0\u4e3a\u79cd\u7fa4\u5bc6\u5ea6\u8fc7\u9ad8\uff0c\u8be5\u5143\u80de\u4ecd\u8f6c\u4e3a\u201c\u6b7b\u4ea1\u201d\u5143\u80de\uff1b<\/span><\/section>\n
3\u3001\u5982\u679c\u4e00\u4e2a\u201c\u5b58\u6d3b\u201d\u5143\u80de\u7684\u201c\u5b58\u6d3b\u201d\u5143\u80de\u90bb\u5c45\u6070\u597d\u6709\u4e24\u4e2a\u6216\u4e09\u4e2a\uff0c\u8be5\u5143\u80de\u4ecd\u4fdd\u6301\u201c\u5b58\u6d3b\u201d\uff1b<\/span><\/section>\n
4\u3001\u5982\u679c\u4e00\u4e2a\u201c\u6b7b\u4ea1\u201d\u5143\u80de\u7684\u201c\u6b7b\u4ea1\u201d\u5143\u80de\u90bb\u5c45\u6070\u597d\u6709\u4e09\u4e2a\uff0c\u8be5\u5143\u80de\u8f6c\u4e3a\u201c\u5b58\u6d3b\u201d\u5143\u80de\uff1b<\/span><\/section>\n
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\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc vs \u751f\u547d\u6e38\u620f<\/p>\n

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Springer\u8c08\u5230\uff1a\u201c\u8fd9\u79cd\u9884\u6d4b\u4e0d\u4f1a\u6709\u4efb\u4f55\u6a21\u7cca\uff0c\u6362\u53e5\u8bdd\u8bf4\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u9884\u6d4b\u53ea\u8981\u9519\u4e86\u4e00\u6b21\uff0c\u5c31\u610f\u5473\u7740\uff0c\u5b83\u6ca1\u6709\u6b63\u786e\u5730\u5b66\u4f1a\u751f\u547d\u6e38\u620f\u7684\u89c4\u5219\u3002\u201d<\/span><\/section>\n
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\u5728\u4ed6\u4eec\u7684\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u9996\u5148\u751f\u6210\u4e86\u4e00\u4e2a\u5c0f\u578b<\/span>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u901a\u8fc7\u624b\u52a8\u8c03\u53c2\u6821\u51c6\u4f7f\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u51c6\u786e\u9884\u6d4b\uff0c\u751f\u547d\u6e38\u620f\u5143\u80de\u7f51\u683c\u7684\u6f14\u5316\u3002\u4ed6\u4eec\u8bc1\u660e\u4e86\uff0c\u5b58\u5728\u4e00\u4e2a\u6700\u5c0f\u5316\u7684\u795e\u7ecf\u7f51\u7edc\u80fd\u8868\u793a\u51fa\u751f\u547d\u6e38\u620f\u7684\u89c4\u5219<\/strong>\u3002<\/span><\/span><\/section>\n
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\u63a5\u4e0b\u6765\uff0c\u7814\u7a76\u4eba\u5458\u5c1d\u8bd5\uff0c\u901a\u8fc7\u6570\u636e\u526a\u63a5\u7684\u624b\u6bb5\uff0c\u80fd\u5426\u4f7f\u540c\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u6536\u655b\u5230\u6700\u4f18\u89e3\uff1f\u4ed6\u4eec\u968f\u673a\u8f93\u5165\u521d\u59cb\u5316\u53c2\u6570\u503c\uff0c\u5e76\u4f7f\u7528\u7531\u751f\u547d\u6e38\u620f\u968f\u673a\u751f\u6210\u7684\u4e00\u767e\u4e07\u4e2a\u6837\u672c\u4f5c\u4e3a\u8bad\u7ec3\u96c6\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u7814\u7a76\u4eba\u5458\u731c\u6d4b\uff0c\u795e\u7ecf\u7f51\u7edc\u552f\u4e00\u80fd\u8fbe\u5230\u767e\u5206\u4e4b\u5206\u9884\u6d4b\u7cbe\u5ea6\u7684\u6a21\u578b\uff0c\u5c31\u662f\u6536\u655b\u5230\u5148\u524d\u51ed\u501f\u624b\u52a8\u8c03\u53c2\u5f97\u5230\u7684\u53c2\u6570\u89e3\u3002\u8fd9\u610f\u5473\u7740AI\u6a21\u578b\u53ef\u4ee5\u8bbe\u6cd5\u6210\u529f\u4f7f\u5f97\uff0c\u5bf9\u751f\u547d\u6e38\u620f\u5185\u90e8\u7684\u6f14\u5316\u89c4\u5219\uff0c\u8fdb\u884c\u53c2\u6570\u5316\u8868\u793a\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u4f46\u662f\u5728\u7edd\u5927\u591a\u6570\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u795e\u7ecf\u7f51\u7edc\u5e76\u672a\u627e\u5230\u6700\u4f18\u89e3\uff0c\u5e76\u4e14\u795e\u7ecf\u7f51\u7edc\u7684\u8868\u73b0\u968f\u7740\u8bad\u7ec3\u6b65\u6570\u7684\u63a8\u8fdb\uff0c\u4e0d\u4ec5\u6ca1\u6709\u8fdb\u6b65\u751a\u81f3\u8fd8\u51fa\u73b0\u4e86\u9000\u5316\u3002\u800c\u4e14\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u7684\u7ed3\u679c\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d7\u5230\u4e86\u9009\u5b9a\u7684\u8bad\u7ec3\u6837\u672c\u96c6\u3001\u521d\u59cb\u53c2\u6570\u503c\u7684\u5f71\u54cd<\/strong>\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u4e0d\u5e78\u7684\u662f\uff0c\u6211\u4eec\u5e76\u4e0d\u6e05\u695a\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u521d\u59cb\u6743\u91cd\u53c2\u6570\u5e94\u8be5\u9009\u4e3a\u4ec0\u4e48\u503c\u3002\u7edd\u5927\u591a\u6570\u8bad\u7ec3\u91c7\u7528\u7684\uff0c\u662f\u4ece\u6b63\u6001\u5206\u5e03\u4e2d\u9009\u53d6\u968f\u673a\u503c\u7684\u65b9\u6cd5\u3002\u56e0\u6b64\u9009\u53d6\u5230\u6b63\u786e\u7684\u521d\u59cb\u6743\u91cd\u53c2\u6570\uff0c\u4e5f\u8981\u9760\u8fd0\u6c14<\/strong>\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u53e6\u5916\uff0c\u5bf9\u4e8e\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u5728\u5f88\u591a\u7684\u4e00\u4e9b\u8bad\u7ec3\u60c5\u5883\u4e2d\uff0c\u6211\u4eec\u5e76\u4e0d\u6e05\u695a\u54ea\u4e9b\u6837\u672c\u662f\u5408\u9002\u7684\uff0c\u800c\u5728\u53e6\u5916\u4e00\u4e9b\u60c5\u5883\u4e2d\uff0c\u6211\u4eec\u5374\u53c8\u6ca1\u5f97\u9009\u3002<\/span><\/section>\n
 <\/span><\/section>\n
Springer\u8ba4\u4e3a\uff0c\u5bf9\u5f88\u591a\u95ee\u9898\uff0c\u5728\u6570\u636e\u96c6\u4e2d\u6211\u4eec\u6ca1\u6709\u591a\u5c11\u9009\u62e9\u4f59\u5730\u3002\u201c\u4f60\u62ff\u7740\u4f60\u80fd\u641c\u96c6\u5f97\u5230\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u6240\u4ee5\u5982\u679c\u4f60\u7684\u6570\u636e\u96c6\u51fa\u73b0\u4e86\u95ee\u9898\uff0c\u4f60\u5c31\u5f88\u96be\u8bad\u7ec3\u597d\u795e\u7ecf\u7f51\u7edc\u3002\u201d<\/span><\/section>\n
 <\/span>  <\/span><\/section>\n
<\/span><\/section>\n

\u5de6\u56fe\uff1a\u4e00\u4e2a\u624b\u5de5\u8bbe\u8ba1\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u80fd\u5b8c\u5168\u51c6\u786e\u5730\u9884\u6d4b\u751f\u547d\u6e38\u620f\u5143\u80de\u7f51\u683c\u7684\u6f14\u5316\uff1b\u53f3\u56fe\uff1a\u5728\u5b9e\u9645\u8bad\u7ec3\u4e2d\uff0c\u901a\u8fc7\u6570\u636e\u526a\u63a5\u7684\u624b\u6bb5\uff0c\u9700\u8981\u4e00\u4e2a\u5927\u5f97\u591a\u7684\u795e\u7ecf\u7f51\u7edc\u624d\u80fd\u83b7\u5f97\u4e00\u6837\u7684\u9884\u6d4b\u51c6\u786e\u5ea6\u3002<\/span><\/p>\n

 <\/span><\/section>\n
\u5bf9\u4e8e\u5b66\u4e60\u6548\u679c\u6b20\u4f73\u7684\u6a21\u578b\uff0c<\/span>\u673a\u5668\u5b66\u4e60\u9886\u57df\u5e7f\u6cdb\u5e94\u7528\u4e00\u79cd\u7b56\u7565\uff0c\u4ee5\u63d0\u5347\u9884\u6d4b\u7cbe\u786e\u5ea6\uff1a\u90a3\u5c31\u662f\u63d0\u5347\u590d\u6742\u6027<\/strong>\u3002\u8be5\u65b9\u6cd5\u540c\u6837\u9002\u7528\u4e8e\u5bf9\u751f\u547d\u6e38\u620f\u7684\u5b66\u4e60\u3002<\/span><\/span><\/section>\n
 <\/span><\/section>\n
\u968f\u7740\u7814\u7a76\u4eba\u5458\u5411\u795e\u7ecf\u7f51\u7edc\u5d4c\u5165\u66f4\u591a\u7684\u9690\u5c42\uff0c\u8bbe\u7f6e\u66f4\u591a\u7684\u53c2\u6570\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u5b66\u4e60\u80fd\u529b\u9010\u6b65\u5f97\u5230\u6539\u8fdb\uff0c\u6700\u7ec8\u795e\u7ecf\u7f51\u7edc\u5df2\u7ecf\u53ef\u4ee5\u4ea7\u751f\u63a5\u8fd1\u767e\u5206\u767e\u51c6\u786e\u5ea6\u7684\u9884\u6d4b\u89e3\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u7136\u800c\uff0c\u795e\u7ecf\u7f51\u7edc\u4e00\u53d8\u5927\uff0c\u8bad\u7ec3\u548c\u8fd0\u884c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u6240\u8017\u8d39\u7684\u8d44\u91d1\u4e5f\u4f1a\u6c34\u6da8\u8239\u9ad8<\/strong>\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u4e00\u65b9\u9762\uff0c\u8fd9\u8868\u73b0\u51fa\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u7684\u7075\u6d3b\u6027\uff1a\u5c3d\u7ba1\u4e00\u4e2a\u5de8\u578b\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u53ef\u80fd\u5e76\u975e\u89e3\u51b3\u6240\u7ed9\u95ee\u9898\u7684\u6700\u4f18\u67b6\u6784\uff0c\u5b83\u4ecd\u6709\u5f88\u5927\u7684\u53ef\u80fd\u627e\u5230\u4e00\u4e2a\u6bd4\u8f83\u597d\u7684\u89e3\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u4f46\u662f\u5728\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u4e5f\u8868\u660e\uff0c\u5f88\u6709\u53ef\u80fd\u5b58\u5728\u4e00\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u91cf\u7ea7\u66f4\u5c0f\uff0c\u5374\u53ef\u4ee5\u63d0\u4f9b\u76f8\u540c\u751a\u81f3\u66f4\u597d\u7684\u7ed3\u679c\u2014\u2014\u5f53\u7136\uff0c\u524d\u63d0\u662f\uff0c\u4f60\u8981\u80fd\u627e\u5f97\u5230\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u8fd9\u4e9b\u7ed3\u679c\u7b26\u5408\u201c<\/span>\u5f69\u7968\u5047\u8bf4<\/strong>\u201d<\/span><\/span>\u2014\u2014\u7531MIT\u7684AI\u7814\u7a76\u4eba\u5458\u4e8e2019\u5e74\u5728\u56fd\u9645\u5b66\u4e60\u8868\u5f81\u4f1a\u8bae<\/span>\uff08ICLR\uff09<\/span>\u4e2d\u63d0\u51fa\u3002<\/span><\/section>\n

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\u539f\u6587\u9898\u76ee\uff1a<\/p>\n

THE LOTTERY TICKET HYPOTHESIS: FINDING SPARSE, TRAINABLE NEURAL NETWORKS<\/span><\/p>\n

\u539f\u6587\u5730\u5740\uff1a<\/p>\n

https:\/\/arxiv.org\/pdf\/1803.03635.pdf<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n

 <\/span><\/p>\n

\u8be5\u5047\u8bf4\u8ba4\u4e3a\uff0c\u5bf9\u6bcf\u4e00\u4e2a\u5927\u578b\u795e\u7ecf\u7f51\u7edc\uff0c\u90fd\u6709\u4e00\u4e2a\u66f4\u5c0f\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u4e5f\u53ef\u4ee5\u6536\u655b\u5230\u4e00\u4e2a\u89e3\u4e0a\uff0c\u53ea\u8981\u5c0f\u578b\u795e\u7ecf\u7f51\u7edc\u7684\u521d\u59cb\u5316\u6743\u91cd\u53c2\u6570\u9009\u53d6\u5230\u201c\u5e78\u8fd0\u201d\u3001\u201c\u4f18\u80dc\u201d\u7684\u503c\uff0c\u4e5f\u5373\u201c\u5f69\u7968\u201d\u3002<\/span>
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 <\/span><\/section>\n
\u8fd9\u7bc7\u751f\u547d\u6e38\u620f\u8bba\u6587\u7684\u4f5c\u8005\u5199\u9053\uff1a\u201c\u5f69\u7968\u5047\u8bf4\u63d0\u51fa\uff0c\u5728\u8bad\u7ec3\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u65f6\uff0c\u90a3\u4e9b\u2018\u5e78\u8fd0\u7684\u2019\u5c0f\u578b\u795e\u7ecf\u7f51\u7edc\uff0c\u53ef\u4ee5\u8fc5\u901f\u6536\u655b\u5230\u4e00\u4e2a\u89e3\u4e0a\u3002<\/strong>\u201d<\/span><\/section>\n
 <\/span><\/section>\n
\u201c\u8fd9\u8868\u660e\uff0c\u4e0d\u540c\u4e8e\u4e3a\u6c42\u5f97\u6700\u4f18\u89e3\u800c\u5e7f\u6cdb\u5730\u641c\u7d22\u6743\u91cd\u7a7a\u95f4\u7684\u65b9\u6cd5\uff0c\u68af\u5ea6\u4e0b\u964d\u65b9\u6cd5\u4e5f\u8bb8\u4f9d\u8d56\u4e8e\u6743\u91cd\u53c2\u6570\u7684\u2018\u5e78\u8fd0\u7684\u2019\u521d\u59cb\u5316\u3002\u8fd9\u7ec4\u2018\u5e78\u8fd0\u2019\u53c2\u6570\u6070\u597d\u5b9a\u4f4d\u5230\u4e00\u4e2a\u5b50\u7f51\u7edc\uff0c\u9760\u8fd1\u4e00\u4e2a\u80fd\u4f7f\u795e\u7ecf\u7f51\u7edc\u6536\u655b\u7684\uff0c\u5408\u7406\u7684\u5c40\u90e8\u6781\u5c0f\u503c\u3002\u201d<\/span><\/section>\n
 <\/span><\/section>\n

\n

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\u5bf9AI\u7814\u7a76\u7684\u542f\u793a<\/p>\n

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

 <\/span>
<\/p>\n<\/h2>\n

\u7814\u7a76\u8005\u5728\u4ed6\u4eec\u7684\u8bba\u6587\u4e2d\u63d0\u5230\uff1a\u201cConway\u7684\u751f\u547d\u6e38\u620f\u662f\u4e00\u79cd\u6e38\u620f\u95ee\u9898\uff0c\u5e76\u4e14\u6ca1\u4ec0\u4e48\u5b9e\u9645\u7684\u5e94\u7528\u3002\u6211\u4eec\u7684\u6210\u679c\uff0c\u5bf9\u90a3\u4e9b\u76f8\u4f3c\u7684\u5b66\u4e60\u4efb\u52a1\u53ef\u4ee5\u63d0\u4f9b\u542f\u793a\u3002\u5373\u8fd9\u7c7b\u795e\u7ecf\u7f51\u7edc\u6709\u591a\u4e2a\u9690\u85cf\u5c42\uff0c\u8981\u8bad\u7ec3\u5b66\u4e60\u4e00\u5957\u6709\u9650\u7684\u89c4\u5219\u3002\u201d<\/span><\/section>\n
 <\/span><\/section>\n
\u8fd9\u4e9b\u6210\u679c\u53ef\u4ee5\u5e94\u7528\u4e8e\uff1a\u4f7f\u7528\u903b\u8f91\u6216\u6570\u5b66\u65b9\u6cd5\u6c42\u89e3\u3001\u6c14\u8c61\u4e0e\u6d41\u4f53\u529b\u5b66\u6a21\u62df\u3001\u8bed\u8a00\u6216\u56fe\u50cf\u7684\u903b\u8f91\u6f14\u7ece\uff0c\u5904\u7406\u8fd9\u4e9b\u95ee\u9898\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002<\/span><\/section>\n
 <\/span><\/section>\n
Springer \u8ba4\u4e3a\uff1a\u201c\u9274\u4e8e\u6211\u4eec\u5df2\u7ecf\u53d1\u73b0\uff0c\u5c0f\u578b\u795e\u7ecf\u7f51\u7edc\u5bf9\u5b66\u4e60\u751f\u547d\u6e38\u620f\uff0c\u8fd9\u7c7b\u901a\u8fc7\u76f8\u5bf9\u7b80\u5355\u7684\u7b26\u53f7\u5c31\u80fd\u8868\u8fbe\u7684\u6a21\u578b\uff0c\u5b58\u5728\u56f0\u96be\u3002\u6211\u4e0d\u59a8\u4f30\u8ba1\uff0c\u7edd\u5927\u591a\u6570\u590d\u6742\u7684\u7b26\u53f7\u5904\u7406\uff0c\u5bf9\u4e8e\u795e\u7ecf\u7f51\u7edc\u6765\u8bf4\uff0c\u5e94\u8be5\u4f1a\u66f4\u96be\u5b66\u4e60\uff0c\u4e5f\u4f1a\u9700\u8981\u66f4\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u3002<\/strong>\u201d<\/span><\/section>\n
 <\/span><\/section>\n
\u201c\u6211\u4eec\u7684\u6210\u679c\u5e76\u975e\u610f\u5473\u7740\uff0c\u795e\u7ecf\u7f51\u7edc\u4e0d\u80fd\u5b66\u4e60\u548c\u6267\u884c\u7b26\u53f7\u89c4\u5219\uff0c\u505a\u51fa\u51b3\u5b9a\u3002\u76f8\u53cd\uff0c\u6211\u4eec\u5176\u5b9e\u5728\u5f3a\u8c03\uff0c\u8fd9\u4e00\u7c7b\u7684\u8fd9\u4e9b\u7cfb\u7edf\u53ef\u80fd\u975e\u5e38\u96be\u4ee5\u5b66\u4e60\uff0c\u5c24\u5176\u662f\u968f\u7740\u95ee\u9898\u7684\u590d\u6742\u5ea6\u589e\u957f\u7684\u65f6\u5019\u3002\u201d<\/span><\/section>\n
 <\/span><\/section>\n
\u7814\u7a76\u4eba\u5458\u8fdb\u4e00\u6b65\u8ba4\u4e3a\uff0c\u4ed6\u4eec\u7684\u6210\u679c\u9002\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u5176\u4ed6\u9886\u57df\uff0c\u5305\u62ec\u90a3\u4e9b\u4e0d\u4e00\u5b9a\u4f9d\u8d56\u4e25\u683c\u903b\u8f91\u89c4\u5219\u7684\u9886\u57df\uff0c\u4f8b\u5982\u56fe\u50cf\u548c\u8bed\u97f3\u5206\u7c7b\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u76ee\u524d\uff0c\u6211\u4eec\u77e5\u9053\uff0c\u5728\u67d0\u4e9b\u60c5\u5883\u4e0b\uff0c\u901a\u8fc7\u63d0\u9ad8\u795e\u7ecf\u7f51\u7edc\u7684\u5927\u5c0f\u548c\u590d\u6742\u6027\uff0c\u53ef\u4ee5\u89e3\u51b3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8868\u73b0\u6b20\u4f73\u7684\u95ee\u9898\u3002\u4f46\u6211\u4eec\u4e5f\u5e94\u8be5\u8003\u8651\uff0c<\/span>\u4e60\u60ef\u628a\u66f4\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u5e38\u5907\u89e3\u51b3\u65b9\u6848\uff0c\u6240\u4ea7\u751f\u7684\u6d88\u6781\u5f71\u54cd\u3002<\/span><\/span><\/section>\n
 <\/span><\/section>\n
\u4e00\u65b9\u9762\u6765\u8bf4\uff0c\u4e3a\u8bad\u7ec3\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u6240\u6d88\u8017\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u90fd\u9700\u8981<\/span>\u6d88\u8017\u66f4\u591a\u7684\u80fd\u6e90\u548c\u4ea7\u751f\u66f4\u591a\u7684\u78b3\u6392\u653e<\/strong>\u3002<\/span><\/span><\/section>\n
 <\/span><\/section>\n
\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u6211\u4eec\u6536\u96c6\u66f4\u5927\u7684\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u800c\u975e\u4f9d\u8d56\u4e8e\u5728\u66f4\u5c0f\u6570\u636e\u96c6\u4e0a\u8bbe\u8ba1\u7406\u60f3\u7684\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u5bf9\u7b56\uff0c\u6765\u6ee1\u8db3\u8bad\u7ec3\u9700\u8981\u3002\u5728\u6570\u636e\u670d\u4ece\u9053\u5fb7\u89c4\u8303\u548c\u9690\u79c1\u6cd5\u5f8b\u8981\u6c42\u7684\u4eca\u5929\uff0c\u524d\u8005\u53ef\u80fd\u662f\u4e0d\u53ef\u884c\u7684\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u6700\u540e\uff0cAI\u9886\u57df\u7684\u603b\u8d8b\u52bf\u6b63\u671d\u5411\u4e8e\u8ba4\u53ef\u8fc7\u5ea6\u5b8c\u5907\u548c\u89c4\u6a21\u5de8\u5927\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002<\/span>\u8fd9\u4f1a\u5f3a\u5316\u5927\u578b\u79d1\u6280\u516c\u53f8\u5728AI\u9886\u57df\u7684\u52bf\u529b\uff0c\u800c\u4f7f\u66f4\u5c0f\u7684\u5165\u573a\u8005\u96be\u4ee5\u8d1f\u62c5\u6d77\u91cf\u7684\u8d44\u91d1\u4eba\u529b<\/strong>\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u8fd9\u7bc7\u8bba\u6587\u7684\u4f5c\u8005\u5199\u9053\uff1a\u201c\u6211\u4eec\u5e0c\u671b\uff0c\u8fd9\u7bc7\u8bba\u6587\u53ef\u4ee5\u63a8\u8fdb\u6709\u5173\u795e\u7ecf\u7f51\u7edc\u5c40\u9650\u6027\u7684\u7814\u7a76\uff0c\u4f7f\u5f97\u6211\u4eec\u53ef\u4ee5\u66f4\u597d\u5730\u7406\u89e3\uff0c\u51e1\u4e8b\u5fc5\u7528\u5de8\u578b\u795e\u7ecf\u7f51\u7edc\uff0c\u8fd9\u4e00\u4e60\u60ef\u6240\u5177\u6709\u7684\u7455\u75b5\u3002<\/strong>\u201d<\/span><\/section>\n
 <\/span><\/section>\n
\u201c\u6211\u4eec\u4e5f\u5e0c\u671b\uff0c\u6211\u4eec\u7684\u6210\u679c\u53ef\u4ee5\u63a8\u52a8\u66f4\u597d\u7684\u5b66\u4e60\u7b97\u6cd5\u7684\u53d1\u5c55\uff0c\u4ece\u800c\u907f\u514d\u68af\u5ea6\u5b66\u4e60\u65b9\u6cd5\u5e26\u6765\u7684\u5f0a\u75c5\u3002\u201d<\/span><\/section>\n
 <\/span><\/section>\n
Springer \u8bf4\uff1a\u201c\u6211\u8ba4\u4e3a\uff0c\u8fd9\u4e9b\u6210\u679c\u5f53\u7136\u53ef\u4ee5\u4fc3\u8fdb\u641c\u7d22\u7b97\u6cd5\u7684\u6539\u8fdb\u7814\u7a76\uff0c\u4ee5\u53ca\u6539\u8fdb\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u7684\u6548\u7387\u3002\u201d<\/span><\/section>\n

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\u4f5c\u8005<\/span>\uff1a<\/span><\/span>Ben Dickson<\/span><\/section>\n
\u8bd1\u8005\uff1a\u5218\u534e\u6797<\/span><\/span><\/section>\n
\u5ba1\u6821\uff1aLeo<\/span>
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\u7f16\u8f91\uff1a\u9093\u4e00\u96ea<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n
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\u590d\u6742\u79d1\u5b66\u6700\u65b0\u8bba\u6587<\/strong><\/span><\/p>\n

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


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Nature \u957f\u6587\u7efc\u8ff0\uff1a\u7c7b\u8111\u667a\u80fd\u4e0e\u8109\u51b2\u795e\u7ecf\u7f51\u7edc\u524d\u6cbf<\/strong><\/span><\/a>
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\u201c\u5e42\u5f8b\u4e0e\u4e34\u754c\u201d\u652f\u914d\u795e\u7ecf\u7f51\u7edc\uff0c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u8981\u5411\u5927\u8111\u5b66\u4e60<\/strong><\/span><\/a>
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\u7f51\u7edc\u795e\u7ecf\u79d1\u5b66\u7efc\u8ff0\uff1a\u7f51\u7edc\u6a21\u578b\u7684\u4e09\u5927\u7ef4\u5ea6\u5206\u7c7b\u56fe\u9274<\/strong><\/span><\/a>
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\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/a><\/span><\/strong><\/span><\/section>\n

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

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

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

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


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

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\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><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"

  \u5bfc\u8bed \u751f\u547d\u6e38\u620f\u662f\u4e00\u79cd\u7b80\u5355\u7684\u7b26\u53f7\u8868\u793a\u6a21\u578b\uff0c\u5374\u53ef\u4ee5\u4ea7\u751f\u590d\u6742\u7684\u7ed3\u679c\u3002\u6211\u4eec\u53ef\u4ee5\u53d1\u73b0\u5bf9\u751f\u547d\u6e38\u620f\u663e\u7136\u6709\u6548\u7684\uff0c\u51e0\u7ec4\u795e\u7ecf\u7f51\u7edc\u7684\u521d\u59cb\u53c2\u6570\u89e3\uff1b\u4f46\u968f\u673a\u8f93\u5165\u521d\u59cb\u53c2\u6570\u548c\u9009\u62e9\u6837\u672c\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u5374\u6781\u96be\u7406\u89e3\u751f\u547d\u6e38\u620f\uff0c\u6210\u529f\u6536\u655b\u5230\u6700\u4f18\u89e3\u9700\u8981\u4e00\u5b9a\u201c\u8fd0\u6c14\u201d\u3002\u6211\u4eec\u4e5f\u53ef\u4ee5\u9009\u62e9\uff0c\u63d0\u9ad8\u795e\u7ecf\u7f51\u7edc\u7684\u590d\u6742\u6027\uff0c\u5f97\u5230\u8f83\u4f18\u89e3\uff0c\u4f46\u8fd9\u4f7f\u8d44\u91d1\u548c\u80fd\u8017\u6c34\u6da8…<\/p>\n","protected":false},"author":1,"featured_media":21222,"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\/21228"}],"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=21228"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/21228\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/21222"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=21228"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=21228"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=21228"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=21228"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}