{"id":47539,"date":"2024-01-10T18:59:49","date_gmt":"2024-01-10T10:59:49","guid":{"rendered":"https:\/\/swarma.org\/?p=47539"},"modified":"2024-01-10T18:59:49","modified_gmt":"2024-01-10T10:59:49","slug":"cell-%e5%ad%90%e5%88%8a%e9%80%9f%e9%80%92%ef%bc%9a%e5%8c%bb%e7%96%97%e9%a2%86%e5%9f%9f%e8%81%94%e9%82%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e7%bb%9f%e4%b8%80%e5%85%ac%e5%b9%b3%e6%80%a7%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=47539","title":{"rendered":"Cell \u5b50\u520a\u901f\u9012\uff1a\u533b\u7597\u9886\u57df\u8054\u90a6\u5b66\u4e60\u7684\u7edf\u4e00\u516c\u5e73\u6027\u6846\u67b6"},"content":{"rendered":"
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\u8fd1\u65e5\u53d1\u8868\u4e8e Cell \u5b50\u520a Patterns \u4e0a\u7684\u4e00\u9879\u6700\u65b0\u7814\u7a76\u9488\u5bf9\u4f20\u7edf\u8054\u90a6\u5b66\u4e60\u7b97\u6cd5\u8bad\u7ec3\u5f97\u5230\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5728\u591a\u4e2a\u6c34\u5e73\u4e0a\u5448\u73b0\u51fa\u7684\u516c\u5e73\u6027\u5dee\u7684\u96be\u9898\uff0c\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u8054\u90a6\u5b66\u4e60\u8bbe\u5b9a\u4e0b\u7684\u7edf\u4e00\u7684\u7b97\u6cd5\u516c\u5e73\u6027\u6846\u67b6\u4ee5\u53ca\u76f8\u5e94\u7684\u9ad8\u6548\u4f18\u5316\u7b97\u6cd5\uff0c\u4e3a\u8054\u90a6\u5b66\u4e60\u5728\u6570\u5b57\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u4fe1\u7684\u89e3\u51b3\u65b9\u6848\u3002\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66\u9662\u526f\u6559\u6388\u3001\u4eba\u5de5\u667a\u80fd\u7cfb\u526f\u4e3b\u4efb\u51b5\u7428\u662f\u8bba\u6587\u901a\u8baf\u4f5c\u8005\uff0c\u4e5f\u662f\u96c6\u667a\u4ff1\u4e50\u90e8\u300c\u56e0\u679c\u79d1\u5b66\u4e0eCausal AI<\/a>\u300d\u7cfb\u5217\u8bfb\u4e66\u4f1a\u4e3b\u8bb2\u4eba\u3002<\/span><\/strong><\/p>\n


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\u7814\u7a76\u9886\u57df\uff1a\u8054\u90a6\u5b66\u4e60\uff0c\u7b97\u6cd5\u516c\u5e73\u6027\uff0c\u6570\u5b57\u533b\u7597<\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u8bba\u6587\u9898\u76ee\uff1aUnified fair federated learning for digital healthcare<\/span><\/p>\n

\u8bba\u6587\u6765\u6e90\uff1aCell Press Patterns<\/span><\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/www.cell.com\/patterns\/fulltext\/S2666-3899(23)00314-8<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u4eba\u5de5\u667a\u80fd<\/span>\uff08AI\uff09<\/span>\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u4eba\u4eec\u5bf9\u5176\u5145\u6ee1\u70ed\u60c5\u548c\u61a7\u61ac\u3002AI\u6280\u672f\u5728\u901a\u7528\u9886\u57df\u548c\u591a\u4e2a\u4e13\u4e1a\u5782\u76f4\u9886\u57df\u5747\u5c55\u793a\u51fa\u4e86\u524d\u6240\u672a\u6709\u7684\u5f3a\u5927\u6027\u80fd\uff0c\u5f15\u9886\u7740\u79d1\u6280\u521b\u65b0\u7684\u6f6e\u6d41\u3002\u4f46\u662f\uff0c\u968f\u7740AI\u80fd\u529b\u7684\u7a81\u98de\u731b\u8fdb\uff0c\u793e\u4f1a\u5bf9AI\u6a21\u578b\u6f5c\u5728\u7684\u4f26\u7406\u98ce\u9669\u548c\u793e\u4f1a\u8d23\u4efb\u95ee\u9898\u4e5f\u65e5\u76ca\u5173\u6ce8\u3002AI\u6280\u672f\u7684\u5feb\u901f\u8fdb\u6b65\u5e26\u6765\u4e86\u6f5c\u5728\u7684\u98ce\u9669\uff0c\u5305\u62ec\u6570\u636e\u9690\u79c1\u6cc4\u9732\u3001\u4e0d\u516c\u5e73\u504f\u89c1\u4ee5\u53ca\u5176\u4ed6\u4f26\u7406\u6311\u6218\u3002<\/span><\/p>\n


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\u56e0\u6b64\uff0c\u786e\u4fddAI\u6280\u672f\u7684\u5b89\u5168\u53d1\u5c55\uff0c\u4e0e\u4eba\u7c7b\u4ef7\u503c\u89c2\u548c\u76ee\u6807\u4fdd\u6301\u4e00\u81f4\uff0c\u5bf9\u4e8e\u4fc3\u8fdb\u4eba\u7c7b\u793e\u4f1a\u7684\u6301\u7eed\u8fdb\u6b65\u81f3\u5173\u91cd\u8981\u3002\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b\uff0cAI\u5b89\u5168\u4e0e\u5bf9\u9f50\u7684\u6982\u5ff5\u5e94\u8fd0\u800c\u751f\uff0c\u5b83\u5f3a\u8c03AI\u6280\u672f\u7684\u53d1\u5c55\u5fc5\u987b\u4ee5\u4eba\u7c7b\u798f\u7949\u4e3a\u6838\u5fc3\uff0c\u907f\u514dAI\u6a21\u578b\u5931\u63a7\u6216\u88ab\u4e0d\u5f53\u4f7f\u7528\uff0c\u5bfc\u81f4\u707e\u96be\u6027\u7684\u540e\u679c\u3002AI\u5b89\u5168\u4e0e\u5bf9\u9f50\u7684\u7814\u7a76\u5305\u62ec\u786e\u4fddAI\u7cfb\u7edf\u7684\u51b3\u7b56\u516c\u5e73\u516c\u6b63\u3001\u53ef\u89e3\u91ca\uff0c\u5e76\u4e14\u80fd\u591f\u9075\u5faa\u9053\u5fb7\u548c\u6cd5\u5f8b\u6807\u51c6\u3002<\/span><\/p>\n


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\u7279\u522b\u5730\uff0c\u5728\u533b\u7597\u9886\u57df\uff0cAI\u7684\u5e94\u7528\u524d\u666f\u5e7f\u9614\uff0c\u80fd\u591f\u534f\u52a9\u533b\u751f\u505a\u51fa\u66f4\u51c6\u786e\u7684\u8bca\u65ad\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u6cbb\u7597\u65b9\u6848\uff0c\u751a\u81f3\u5728\u836f\u7269\u7814\u53d1\u4e2d\u53d1\u6325\u5173\u952e\u4f5c\u7528\u3002\u7136\u800c\uff0c\u533b\u7597\u6570\u636e\u7684\u654f\u611f\u6027\u8981\u6c42\u66f4\u9ad8\u5c42\u6b21\u7684\u9690\u79c1\u4fdd\u62a4\u3002\u8fd9\u5f15\u5165\u4e86\u8054\u90a6\u5b66\u4e60\u7684\u6982\u5ff5\uff0c\u4e00\u79cd\u65e8\u5728\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u5b83\u5141\u8bb8\u7b97\u6cd5\u5728\u591a\u4e2a\u6570\u636e\u6e90<\/span>\uff08\u533b\u7597\u673a\u6784\uff09<\/span>\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u65e0\u9700\u5c06\u8fd9\u4e9b\u6570\u636e\u96c6\u4e2d\u6216\u5171\u4eab\u3002<\/span><\/p>\n


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

\u6b64\u5916\uff0c\u533b\u7597\u9886\u57df\u8054\u90a6\u5b66\u4e60\u4e2d\u7684\u516c\u5e73\u6027\u95ee\u9898\u4e5f\u975e\u5e38\u5173\u952e\u3002\u5728\u5904\u7406\u6765\u81ea\u4e0d\u540c\u4eba\u7fa4\u548c\u5730\u533a\u7684\u533b\u7597\u6570\u636e\u65f6\uff0c\u5fc5\u987b\u786e\u4fddAI\u7cfb\u7edf\u4e0d\u4f1a\u52a0\u5267\u73b0\u6709\u7684\u5065\u5eb7\u4e0d\u5e73\u7b49\u3002\u8fd9\u9700\u8981\u5728\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u8003\u8651\u5230\u591a\u6837\u6027\u548c\u5305\u5bb9\u6027\uff0c\u786e\u4fdd\u6240\u6709\u7fa4\u4f53\u7684\u5065\u5eb7\u9700\u6c42\u5f97\u5230\u5e73\u7b49\u7684\u5173\u6ce8\u548c\u670d\u52a1\u3002<\/span><\/p>\n


<\/p>\n

\u7136\u800c\uff0c\u5df2\u6709\u8bc1\u636e\u8868\u660e\u4f20\u7edf\u8054\u90a6\u5b66\u4e60\u7b97\u6cd5\u5f97\u5230\u7684\u6a21\u578b\u5b58\u5728\u7740<\/span>\u4e0d\u516c\u5e73\u6027<\/span> (unfairness)<\/span>\uff1a\u867d\u7136\u6a21\u578b\u6709\u7740\u8f83\u9ad8\u7684\u6574\u4f53\u51c6\u786e\u7387<\/span><\/span><\/strong> (overall accuracy)<\/span><\/span>\uff0c\u4f46\u662f\u5176\u5728\u4e0d\u540c\u6570\u636e\u5b50\u79cd\u7fa4\u4e0a\u53ef\u80fd\u5b58\u5728\u7740\u5f88\u5927\u7684\u6027\u80fd\u5dee\u5f02<\/span><\/span><\/strong> (performance disparity)<\/span>\u3002\u53ef\u5c06\u8054\u90a6\u5b66\u4e60\u4e2d\u7684\u516c\u5e73\u6027\u6309\u7167\u4e0d\u540c\u6c34\u5e73\u5206\u4e3a\u4ee5\u4e0b\u56db\u7c7b\uff1a<\/span><\/section>\n
(A) \u533b\u9662\u6c34\u5e73\u516c\u5e73\u6027<\/strong>\uff1a\u5728\u4e0d\u540c\u533b\u9662\u4e0a\u7684\u6027\u80fd\u5dee\u5f02\u5927\uff0c\u53ef\u80fd\u4f1a\u6253\u51fb\u90e8\u5206\u533b\u9662\u53c2\u4e0e\u8054\u90a6\u5b66\u4e60\u7684\u79ef\u6781\u6027\uff0c\u8fdb\u800c\u7834\u574f\u8054\u90a6\u5b66\u4e60\u751f\u6001\uff1b<\/span><\/section>\n
(B) \u5c5e\u6027\u6c34\u5e73\u516c\u5e73\u6027<\/strong>\uff1a\u5728\u4e0d\u540c\u5c5e\u6027<\/span>\uff08\u7c7b\u522b\/\u6027\u522b\/\u79cd\u65cf\uff09<\/span>\u4e0a\u7684\u6027\u80fd\u5dee\u5f02\u5927\uff0c\u53ef\u80fd\u4f1a\u5bf9\u90e8\u5206\u4eba\u7fa4\u4ea7\u751f\u6b67\u89c6\u6027\uff0c\u8fdb\u800c\u5f15\u53d1\u4f26\u7406\u95ee\u9898\uff1b<\/span><\/section>\n
(C) \u591a\u6c34\u5e73\u516c\u5e73\u6027<\/strong>\uff1a\u540c\u65f6\u5728\u591a\u4e2a\u6c34\u5e73<\/span>\uff08\u533b\u9662&\u5c5e\u6027\uff09<\/span>\u4e0a\u7684\u6027\u80fd\u5dee\u5f02\u5927\uff0c\u53ef\u80fd\u4f1a\u5f15\u53d1\u591a\u79cd\u540e\u679c\uff1b<\/span><\/section>\n

(D) \u672a\u77e5\u6c34\u5e73\u516c\u5e73\u6027<\/strong>\uff1a\u6a21\u578b\u90e8\u7f72\u73af\u5883\u7684\u6570\u636e\u5206\u5e03\u672a\u77e5\u65f6\uff0c\u53ef\u80fd\u5728\u67d0\u4e2a\u6c34\u5e73<\/span>\uff08\u4f8b\u5982\u672a\u53c2\u4e0e\u8054\u90a6\u5b66\u4e60\u7684\u533b\u9662\uff09<\/span>\u4e0a\u5b58\u5728\u8f83\u5927\u6027\u80fd\u5dee\u5f02\u3002<\/span><\/p>\n


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

<\/p>\n

\u56fe1\uff1a\u533b\u7597\u9886\u57df\u8054\u90a6\u5b66\u4e60\u573a\u666f\u4e2d\u4e0d\u540c\u6c34\u5e73\u7684\u7b97\u6cd5\u516c\u5e73\u6027\u793a\u610f\u56fe<\/span><\/p>\n


<\/p>\n

\u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u57fa\u4e8e\u5206\u5e03\u9c81\u68d2\u4f18\u5316\u6280\u672f\u8bbe\u8ba1\u4e86\u4e00\u5957\u8054\u90a6\u5b66\u4e60\u7b97\u6cd5\u516c\u5e73\u6027\u6846\u67b6\uff0c\u5e76\u5f00\u53d1\u4e86\u76f8\u5e94\u7684\u9ad8\u6548\u4f18\u5316\u7b97\u6cd5<\/span>\uff08FedUFO\uff09<\/span>\uff0c\u4e3a\u4e0a\u8ff0\u95ee\u9898\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u89e3\u51b3\u65b9\u6848<\/strong>\u3002<\/span><\/p>\n


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<\/p>\n

\u56fe2\uff1a\u9762\u5411\u533b\u7597\u9886\u57df\u7684\u516c\u5e73\u8054\u90a6\u5b66\u4e60\u7edf\u4e00\u4f18\u5316\u6846\u67b6\u6d41\u7a0b\u56fe<\/span><\/p>\n


<\/p>\n

\u4e3a\u4e86\u9a8c\u8bc1\u8be5\u6280\u672f\u5728\u5404\u79cd\u8054\u90a6\u5b66\u4e60\u8bbe\u5b9a\u4e0b\u4e0d\u540c\u6c34\u5e73\u516c\u5e73\u6027\u4e0a\u7684\u6709\u6548\u6027\uff0c\u4f5c\u8005\u5728\u56db\u4e2a\u771f\u5b9e\u6570\u5b57\u533b\u7597\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5e94\u7528\u5b9e\u9a8c\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\u8be5\u65b9\u6cd5\u53ef\u4ee5\u6709\u6548\u63d0\u5347\u4efb\u610f\u6307\u5b9a\u6c34\u5e73\u4e0a\u7684\u516c\u5e73\u6027<\/strong>\u3002\u6b64\u5916\uff0c\u4e0d\u540c\u6307\u6807<\/span>\uff08\u5305\u62ec\u51c6\u786e\u7387\u4e0e\u4e0d\u540c\u6c34\u5e73\u4e0a\u7684\u7b97\u6cd5\u516c\u5e73\u6027\u7b49\uff09<\/span>\u4e4b\u95f4\u5f80\u5f80\u5b58\u5728\u7740\u6743\u8861\u53d6\u820d\uff0cFedUFO\u7b97\u6cd5\u53ef\u4ee5\u4f7f\u7528\u6237\u6839\u636e\u5b9e\u9645\u9700\u6c42\u7075\u6d3b\u5730\u5e73\u8861\u4e0d\u540c\u6307\u6807<\/strong>\u3002<\/span><\/p>\n


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

<\/p>\n

\u56fe3\uff1a\u672c\u6587\u6240\u63d0\u51fa\u7684\u7b97\u6cd5FedUFO\u6027\u80fd\u8bc4\u4f30<\/span><\/p>\n


<\/p>\n

\u603b\u7ed3\uff1a\u8be5\u7814\u7a76\u5de5\u4f5c\u9488\u5bf9\u4f20\u7edf\u8054\u90a6\u5b66\u4e60\u7b97\u6cd5\u8bad\u7ec3\u5f97\u5230\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5728\u591a\u4e2a\u6c34\u5e73\u4e0a\u5448\u73b0\u51fa\u7684\u516c\u5e73\u6027\u5dee\u7684\u96be\u9898\uff0c\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u8054\u90a6\u5b66\u4e60\u8bbe\u5b9a\u4e0b\u7684\u7edf\u4e00\u7684\u7b97\u6cd5\u516c\u5e73\u6027\u6846\u67b6\u4ee5\u53ca\u76f8\u5e94\u7684\u9ad8\u6548\u4f18\u5316\u7b97\u6cd5\uff0c\u4e3a\u8054\u90a6\u5b66\u4e60\u5728\u6570\u5b57\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u4fe1\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/span><\/p>\n


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\u8be5\u9879\u7814\u7a76\u5de5\u4f5c\u7531\u51b5\u7428\u526f\u6559\u6388\u3001\u5434\u98de\u6559\u6388\u3001\u5e84\u8d8a\u633a\u6559\u6388\u3001\u8096\u4fca\u6559\u6388\u5171\u540c\u6307\u5bfc\uff0c\u535a\u58eb\u751f\u5f20\u51e4\u8fbe\u4e3a\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\uff0c\u5e05\u5b50\u6ed4\u4e3a\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u3002\u76f8\u5173\u7814\u7a76\u5f97\u5230\u4e86\u79d1\u6280\u521b\u65b02030-\u201c\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd\u201d\u91cd\u5927\u9879\u76ee\u3001NSFC\u4f01\u4e1a\u521b\u65b0\u53d1\u5c55\u8054\u5408\u57fa\u91d1\u9879\u76ee\u548cNSFC\u9752\u5e74\u79d1\u5b66\u57fa\u91d1\u9879\u76ee\u7b49\u8d44\u52a9\u3002<\/span><\/p>\n


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AI\u5b89\u5168\u4e0e\u5bf9\u9f50\u8bfb\u4e66\u4f1a<\/strong>
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\u5927\u6a21\u578b\u7684\u72c2\u98d9\u7a81\u8fdb\u5524\u9192\u4e86\u4eba\u4eec\u5bf9AI\u6280\u672f\u7684\u70ed\u60c5\u548c\u61a7\u61ac\uff0c\u4e5f\u5f15\u53d1\u4e86\u5bf9AI\u6280\u672f\u672c\u8eab\u5b58\u5728\u7684\u793e\u4f1a\u4f26\u7406\u98ce\u9669\u53ca\u5176\u5bf9\u4eba\u7c7b\u751f\u5b58\u6784\u6210\u7684\u6f5c\u5728\u5a01\u80c1\u7684\u666e\u904d\u62c5\u5fe7\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0cAI\u5b89\u5168\u4e0e\u5bf9\u9f50\u5f97\u5230\u5e7f\u6cdb\u5173\u6ce8\uff0c\u8fd9\u662f\u4e00\u4e2a\u81f4\u529b\u4e8e\u8ba9AI\u9020\u798f\u4eba\u7c7b\uff0c\u907f\u514dAI\u6a21\u578b\u5931\u63a7\u6216\u88ab\u6ee5\u7528\u800c\u5bfc\u81f4\u707e\u96be\u6027\u540e\u679c\u7684\u7814\u7a76\u65b9\u5411\u3002\u96c6\u667a\u4ff1\u4e50\u90e8\u548c\u5b89\u8fdcAI\u8054\u5408\u4e3e\u529e\u300cAI\u5b89\u5168\u4e0e\u5bf9\u9f50\u300d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u7531\u591a\u4f4d\u6d77\u5185\u5916\u4e00\u7ebf\u7814\u7a76\u8005\u8054\u5408\u53d1\u8d77\uff0c\u65e8\u5728\u6df1\u5165\u63a2\u8ba8AI\u5b89\u5168\u4e0e\u5bf9\u9f50\u6240\u6d89\u53ca\u7684\u6838\u5fc3\u6280\u672f\u3001\u7406\u8bba\u67b6\u6784\u3001\u89e3\u51b3\u8def\u5f84\u4ee5\u53ca\u5b89\u5168\u6cbb\u7406\u7b49\u4ea4\u53c9\u8bfe\u9898\u3002<\/span><\/p>\n


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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/section>\n
2024\u5f00\u5e74\u8bfb\u4e66\u4f1a\uff1aAI\u5b89\u5168\u4e0e\u5bf9\u9f50\u2014\u2014\u5e94\u5bf9\u524d\u6cbfAI\u5931\u63a7\u4e0e\u6ee5\u7528\u7684\u6280\u672f\u8def\u7ebf<\/a><\/span>
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<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong>\u5927\u6a21\u578b\u5b89\u5168\u4e0e\u5bf9\u9f50\uff1a\u590d\u6742\u7cfb\u7edf\u89c6\u89d2\u4e0b\u7684AI\u5b89\u5168<\/a><\/strong><\/span><\/strong><\/section>\n
2. <\/strong>CausalAI\u6838\u5fc3\u7b97\u6cd5\uff1a\u56e0\u679c\u68ee\u6797\u53ca\u5176\u76f8\u5173\u7814\u7a76<\/a><\/strong><\/span><\/strong><\/section>\n
3.<\/strong> <\/strong>Nat. Mach. Intell. \u901f\u9012\uff1a\u4e34\u5e8a\u673a\u5668\u5b66\u4e60\u7684\u7b97\u6cd5\u516c\u5e73\u6027\u548c\u51cf\u5c11\u504f\u5dee<\/a><\/strong><\/span><\/strong><\/section>\n
<\/a><\/strong><\/span><\/section>\n
4. <\/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
5. <\/strong><\/strong>\u52a0\u5165\u96c6\u667a\u5b66\u56edVIP\uff0c\u4e00\u6b21\u6027\u83b7\u53d6\u96c6\u667a\u5e73\u53f0\u6240\u6709\u5185\u5bb9\u8d44\u6e90<\/a><\/strong><\/strong><\/strong><\/strong><\/span><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n<\/section>\n


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


<\/p>\n

\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/strong><\/span><\/strong><\/section>\n<\/section>\n

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

\u5bfc\u8bed \u8fd1\u65e5\u53d1\u8868\u4e8e Cell \u5b50\u520a Patterns \u4e0a\u7684\u4e00\u9879\u6700\u65b0\u7814\u7a76\u9488\u5bf9\u4f20\u7edf\u8054\u90a6\u5b66\u4e60\u7b97\u6cd5\u8bad\u7ec3\u5f97\u5230\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5728\u591a\u4e2a\u6c34\u5e73\u4e0a\u5448\u73b0\u51fa\u7684\u516c\u5e73\u6027\u5dee\u7684\u96be\u9898\uff0c\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e86\u8054\u90a6\u5b66\u4e60\u8bbe\u5b9a\u4e0b\u7684\u7edf\u4e00\u7684\u7b97\u6cd5\u516c\u5e73\u6027\u6846\u67b6\u4ee5\u53ca\u76f8\u5e94\u7684\u9ad8\u6548\u4f18\u5316\u7b97\u6cd5\uff0c\u4e3a\u8054\u90a6\u5b66\u4e60\u5728\u6570\u5b57\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u4fe1\u7684\u89e3\u51b3\u65b9\u6848\u3002\u6d59\u6c5f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u5b66…<\/p>\n","protected":false},"author":0,"featured_media":47533,"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\/47539"}],"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"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=47539"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/47539\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/47533"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=47539"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=47539"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=47539"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=47539"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}