{"id":41824,"date":"2023-04-14T17:41:39","date_gmt":"2023-04-14T09:41:39","guid":{"rendered":"https:\/\/swarma.org\/?p=41824"},"modified":"2023-04-14T17:41:39","modified_gmt":"2023-04-14T09:41:39","slug":"%e7%94%9f%e6%88%90%e6%b5%81%e7%bd%91%e7%bb%9c%ef%bc%88gflownet%ef%bc%89%e5%85%a5%e9%97%a8%e8%b7%af%e5%be%84","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=41824","title":{"rendered":"\u751f\u6210\u6d41\u7f51\u7edc\uff08GFlowNet\uff09\u5165\u95e8\u8def\u5f84"},"content":{"rendered":"
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\u751f\u6210\u6d41\u7f51\u7edc<\/span>\uff08GFlowNets\uff09<\/span>\u662f\u4e00\u79cd\u65b0\u5174\u7684\u751f\u6210\u6a21\u578b\uff0c\u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u6027\u80fd\u548c\u6f5c\u529b\u3002\u5b83\u7684\u57fa\u672c\u539f\u7406\u662f\u5c06\u4e00\u4e2a\u7b80\u5355\u7684\u5148\u9a8c\u5206\u5e03<\/span>\uff08\u5982\u5747\u5300\u5206\u5e03\u6216\u6b63\u6001\u5206\u5e03\uff09<\/span>\u901a\u8fc7\u4e00\u7cfb\u5217\u53ef\u9006\u53d8\u6362\u6620\u5c04\u5230\u4e00\u4e2a\u590d\u6742\u7684\u540e\u9a8c\u5206\u5e03\uff0c\u4ece\u800c\u5b9e\u73b0\u4ece\u5148\u9a8c\u5230\u540e\u9a8c\u7684\u6982\u7387\u6d41\u3002<\/span><\/section>\n

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Bengio\u6559\u6388\uff0c\u8ba1\u7b97\u673a\u9886\u57dfH-index\u6700\u9ad8\u7684\u5b66\u8005<\/span><\/section>\n

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\u7ecf\u8fc7Bengio\u53ca\u5176\u56e2\u961f\u7684\u4e0d\u61c8\u52aa\u529b\uff0cGFlowNets\u5df2\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u5c55\u793a\u4e86\u6709\u6548\u6027\u548c\u4f18\u8d8a\u6027\uff0c\u540c\u65f6\u4e5f\u5c55\u793a\u4e86\u751f\u6210\u6d41\u7f51\u7edc\u7684\u7075\u6d3b\u6027\u548c\u901a\u7528\u6027\u3002\u96c6\u667a\u7f16\u8f91\u90e8\u8ba4\u4e3a\u751f\u6210\u6d41\u7f51\u7edc\u662f\u4e00\u79cd\u6709\u524d\u9014\u7684\u7814\u7a76\u65b9\u5411\uff0c\u5b83\u53ef\u4ee5\u4e3a\u591a\u79cd\u590d\u6742\u548c\u6709\u4ef7\u503c\u7684\u5e94\u7528\u63d0\u4f9b\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u5982\u667a\u80fd\u63a8\u8350\u3001AI\u8f85\u52a9\u79d1\u5b66\u53d1\u73b0\u548c\u6700\u4f18\u8bd5\u9a8c\u8bbe\u8ba1\u7b49\u3002<\/span><\/section>\n

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\u76ee\u524d\u800c\u8a00\uff0c\u751f\u6210\u6d41\u7f51\u7edc\u8fd8\u662f\u4e00\u4e2a\u65b0\u5174\u7684\u7814\u7a76\u9886\u57df\uff0c\u4f46\u5b83\u5df2\u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u6027\u80fd\u548c\u6f5c\u529b\uff0c\u5982\u56e0\u679c\u63a8\u65ad\u3001\u5206\u5b50\u8bbe\u8ba1\u3001\u5019\u9009\u751f\u6210\u7b49<\/strong>\u3002\u800c\u672c\u63a8\u9001\u65e8\u5728\u4ecb\u7ecd\u751f\u6210\u6d41\u7f51\u7edc\u7684\u57fa\u672c\u539f\u7406\u3001\u524d\u6cbf\u7814\u7a76\u3001\u5e94\u7528\u9886\u57df\u548c\u5b66\u4e60\u8def\u5f84\uff0c\u4ee5\u671f\u5f15\u8d77\u5404\u4f4d\u8bfb\u8005\u5bf9\u8fd9\u4e00\u9886\u57df\u7684\u7814\u7a76\u5174\u8da3\u3002<\/span><\/section>\n

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GFlowNets\u662f\u4e00\u79cd\u65b0\u5174\u7684\u751f\u6210\u6a21\u578b\uff0c\u5b83\u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u6027\u80fd\u548c\u6f5c\u529b\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u751f\u6210\u6d41\u7f51\u7edc\u7684\u524d\u6cbf\u7814\u7a76\u548c\u5e94\u7528\u9886\u57df\u7684\u4f8b\u5b50\uff1a<\/span><\/section>\n

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GFlowNet \u662f\u4e00\u79cd\u65b0\u5174\u7684\u751f\u6210\u6a21\u578b\uff0c\u5b83\u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u6027\u80fd\u548c\u6f5c\u529b\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u751f\u6210\u6d41\u7f51\u7edc\u7684\u524d\u6cbf\u7814\u7a76\u548c\u5e94\u7528\u9886\u57df\u7684\u4f8b\u5b50\uff1a<\/span><\/p>\n

 \u2022 \u56e0\u679c\u63a8\u65ad\uff1a\u751f\u6210\u6d41\u7f51\u7edc\u53ef\u4ee5\u7528\u4e8e\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u56e0\u679c\u7ed3\u6784\u548c\u673a\u5236\uff0c\u4ece\u800c\u5b9e\u73b0\u56e0\u679c\u63a8\u7406\u548c\u5e72\u9884\u3002\u6bd4\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u6570\u636e\u4e2d\u63a8\u65ad\u51fa\u56e0\u679c\u56fe\u7684\u540e\u9a8c\u5206\u5e03\uff0c\u5e76\u4ece\u4e2d\u91c7\u6837\u65b0\u7684\u56e0\u679c\u56fe\u3002<\/span><\/p>\n

 \u2022 \u5206\u5b50\u8bbe\u8ba1\uff1a\u751f\u6210\u6d41\u7f51\u7edc\u53ef\u4ee5\u7528\u4e8e\u8bbe\u8ba1\u5177\u6709\u7279\u5b9a\u6027\u8d28\u7684\u5206\u5b50\uff0c\u4ece\u800c\u4fc3\u8fdb\u836f\u7269\u53d1\u73b0\u548c\u6750\u6599\u79d1\u5b66\u3002\u6bd4\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u86cb\u767d\u8d28\u3001DNA\u6216RNA\u5e8f\u5217\u4e2d\u5b66\u4e60\u4e00\u4e2a\u6982\u7387\u5206\u5e03\uff0c\u5e76\u4ece\u4e2d\u91c7\u6837\u65b0\u7684\u5e8f\u5217\u3002<\/span><\/p>\n

\u2022 \u5019\u9009\u751f\u6210\uff1a\u751f\u6210\u6d41\u7f51\u7edc\u53ef\u4ee5\u7528\u4e8e\u751f\u6210\u591a\u6837\u4e14\u9ad8\u8d28\u91cf\u7684\u5019\u9009\u9879\uff0c\u4ece\u800c\u63d0\u9ad8\u641c\u7d22\u3001\u63a8\u8350\u548c\u51b3\u7b56\u7b49\u4efb\u52a1\u7684\u6548\u7387\u3002\u6211\u4eec\u53ef\u4ee5\u4ece\u7528\u6237\u67e5\u8be2\u6216\u4e0a\u4e0b\u6587\u4e2d\u5b66\u4e60\u4e00\u4e2a\u6982\u7387\u5206\u5e03\uff0c\u5e76\u4ece\u4e2d\u91c7\u6837\u76f8\u5173\u4e14\u6709\u8da3\u7684\u5019\u9009\u9879\u3002<\/span><\/section>\n

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\u66f4\u52a0\u5177\u4f53\u7684\u6587\u732e\u5217\u8868\u53ef\u4ee5\u53c2\u8003\u7531\u96c6\u667a\u4ff1\u4e50\u90e8\u6210\u5458\u5f20\u9f0e\u6000\u7ef4\u62a4\u7684Repo[2]\uff0c\u4ee5\u4e0a\u53ea\u662f\u5bf9GFlowNets\u5e94\u7528\u573a\u666f\u7684\u7b80\u5355\u4e3e\u4f8b\uff0c\u8fd8\u6709\u8bb8\u591a\u5176\u4ed6\u7684\u5e94\u7528\u9886\u57df\u7b49\u5f85\u5927\u5bb6\u4e00\u8d77\u63a2\u7d22\u548c\u53d1\u73b0\u3002<\/span><\/section>\n

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\u8fd9\u5f20\u56fe\u5c55\u793a\u4e86\u4e3a\u4ec0\u4e48\u5728GFlowNets\u4e2d\u4f7f\u7528\u201c\u6d41\u201d\u8fd9\u4e2a\u8bcd\u3002\u5b83\u8003\u8651\u4e86\u975e\u89c4\u8303\u5316\u6982\u7387\u7684\u6d41\u52a8\uff0c\u7c7b\u4f3c\u4e8e\u6709\u5411\u975e\u5faa\u73af\u56fe\u4e2d\u4ece\u521d\u59cb\u72b6\u6001\u6d41\u51fa\u7684\u6c34\u91cf\uff0c\u5176\u8f68\u8ff9\u5bf9\u5e94\u4e8e\u6240\u6709\u53ef\u80fd\u7684\u52a8\u4f5c\u5e8f\u5217\uff0c\u4ee5\u4fbf\u6309\u987a\u5e8f\u6784\u5efa\u590d\u6742\u7684\u5bf9\u8c61\uff0c\u5982\u5206\u5b50\u56fe\u3001\u56e0\u679c\u56fe\u3001\u5bf9\u573a\u666f\u7684\u89e3\u91ca\u6216\u8005\u6211\u4eec\u8111\u6d77\u4e2d\u7684\u60f3\u6cd5\u3002<\/span><\/p>\n


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\u751f\u6210\u6d41\u7f51\u7edc\u7684\u57fa\u672c\u539f\u7406\u662f\u5c06\u4e00\u4e2a\u7b80\u5355\u7684\u5148\u9a8c\u5206\u5e03<\/span>\uff08\u5982\u5747\u5300\u5206\u5e03\u6216\u6b63\u6001\u5206\u5e03\uff09<\/span>\u901a\u8fc7\u4e00\u7cfb\u5217\u53ef\u9006\u7684\u53d8\u6362\u6620\u5c04\u5230\u4e00\u4e2a\u590d\u6742\u7684\u540e\u9a8c\u5206\u5e03\uff0c\u4ece\u800c\u5b9e\u73b0\u4ece\u5148\u9a8c\u5230\u540e\u9a8c\u7684\u6982\u7387\u6d41\u3002\u751f\u6210\u6d41\u7f51\u7edc\u7684\u57fa\u672c\u7b97\u6cd5\u5982\u4e0b\uff1a<\/span><\/p>\n

1. \u5b9a\u4e49\u4e00\u4e2a\u521d\u59cb\u72b6\u6001\uff0c\u901a\u5e38\u662f\u4e00\u4e2a\u7a7a\u5bf9\u8c61\u6216\u4e00\u4e2a\u968f\u673a\u5bf9\u8c61\u3002<\/span><\/p>\n

2. \u5b9a\u4e49\u4e00\u4e2a\u52a8\u4f5c\u7a7a\u95f4\uff0c\u901a\u5e38\u662f\u4e00\u4e2a\u6709\u9650\u7684\u79bb\u6563\u96c6\u5408\uff0c\u8868\u793a\u53ef\u4ee5\u5bf9\u5f53\u524d\u72b6\u6001\u8fdb\u884c\u7684\u53d8\u6362\u3002<\/span><\/p>\n

3. \u5b9a\u4e49\u4e00\u4e2a\u7ec8\u6b62\u52a8\u4f5c\uff0c\u8868\u793a\u7ed3\u675f\u751f\u6210\u8fc7\u7a0b\u3002<\/span><\/p>\n

4. \u5b9a\u4e49\u4e00\u4e2a\u751f\u6210\u7b56\u7565\uff0c\u901a\u5e38\u662f\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u8868\u793a\u5728\u6bcf\u4e2a\u72b6\u6001\u4e0b\u9009\u62e9\u52a8\u4f5c\u7684\u6982\u7387\u5206\u5e03\u3002<\/span><\/p>\n

5. \u5b9a\u4e49\u4e00\u4e2a\u5956\u52b1\u51fd\u6570\uff0c\u901a\u5e38\u662f\u4e00\u4e2a\u73af\u5883\u6a21\u578b\uff0c\u8868\u793a\u7ed9\u5b9a\u72b6\u6001\u7684\u4ef7\u503c\u6216\u6548\u7528\u3002<\/span><\/p>\n

6. \u4ece\u521d\u59cb\u72b6\u6001\u5f00\u59cb\uff0c\u91cd\u590d\u4ee5\u4e0b\u6b65\u9aa4\uff0c\u76f4\u5230\u9009\u62e9\u7ec8\u6b62\u52a8\u4f5c\u4e3a\u6b62\uff1a<\/span><\/p>\n

a. \u6839\u636e\u751f\u6210\u7b56\u7565\u9009\u62e9\u4e00\u4e2a\u52a8\u4f5c\uff0c\u5e76\u6267\u884c\u8be5\u52a8\u4f5c\uff0c\u5f97\u5230\u4e0b\u4e00\u4e2a\u72b6\u6001\u3002<\/span><\/section>\n
b. \u8ba1\u7b97\u5f53\u524d\u72b6\u6001\u548c\u4e0b\u4e00\u4e2a\u72b6\u6001\u4e4b\u95f4\u7684\u6982\u7387\u6d41\uff0c\u5373\u4e24\u4e2a\u72b6\u6001\u7684\u6982\u7387\u6bd4\u503c\u4e58\u4ee5\u9009\u62e9\u8be5\u52a8\u4f5c\u7684\u6982\u7387\u3002<\/span><\/section>\n
c. \u7d2f\u79ef\u6982\u7387\u6d41\uff0c\u5373\u5c06\u5f53\u524d\u6982\u7387\u6d41\u4e58\u4ee5\u4e4b\u524d\u6240\u6709\u6982\u7387\u6d41\u7684\u79ef\u3002<\/span><\/section>\n
7. \u8fd4\u56de\u6700\u7ec8\u72b6\u6001\u548c\u7d2f\u79ef\u6982\u7387\u6d41\u3002<\/span><\/section>\n

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\u4e3a\u4e86\u8bc4\u4f30\u751f\u6210\u6d41\u7f51\u7edc\u7684\u6027\u80fd\u548c\u6f5c\u529b\uff0cBengio\u56e2\u961f\u5728\u4ee5\u4e0b\u51e0\u4e2a\u4efb\u52a1\u4e0a\u8fdb\u884c\u4e86\u8bd5\u9a8c\uff1a<\/span><\/section>\n
 \u2022 \u56e0\u679c\u7ed3\u6784\u5b66\u4e60\uff1aBengio\u7b49\u4eba\u4f7f\u7528GFlowNets\u6765\u4ece\u89c2\u6d4b\u6570\u636e\u4e2d\u5b66\u4e60\u56e0\u679c\u56fe\uff0c\u5e76\u4e0e\u5176\u4ed6\u57fa\u4e8e\u5206\u6570\u7684\u65b9\u6cd5\u8fdb\u884c\u6bd4\u8f83\u3002\u4ed6\u4eec\u5728\u4e09\u4e2a\u5408\u6210\u6570\u636e\u96c6\u548c\u4e00\u4e2a\u771f\u5b9e\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u7ed3\u679c\u8868\u660eGFlowNets\u53ef\u4ee5\u6709\u6548\u5730\u53d1\u73b0\u56e0\u679c\u7ed3\u6784\uff0c\u5e76\u5177\u6709\u8f83\u9ad8\u7684\u7cbe\u5ea6\u548c\u53ec\u56de\u7387\u3002 <\/span><\/section>\n
\u2022 \u751f\u7269\u5e8f\u5217\u8bbe\u8ba1\uff1aBengio\u7b49\u4eba\u4f7f\u7528GFlowNets\u6765\u8bbe\u8ba1\u5177\u6709\u7279\u5b9a\u6027\u8d28\u7684\u751f\u7269\u5e8f\u5217\uff0c\u5e76\u4e0e\u5176\u4ed6\u57fa\u4e8e\u53d8\u5206\u81ea\u7f16\u7801\u5668\u7684\u65b9\u6cd5\u8fdb\u884c\u6bd4\u8f83\u3002\u4ed6\u4eec\u5728\u4e24\u4e2a\u86cb\u767d\u8d28\u5e8f\u5217\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u7ed3\u679c\u8868\u660eGFlowNets\u53ef\u4ee5\u751f\u6210\u591a\u6837\u4e14\u9ad8\u8d28\u91cf\u7684\u5e8f\u5217\uff0c\u5e76\u5177\u6709\u8f83\u9ad8\u7684\u91cd\u6784\u80fd\u529b\u548c\u65b0\u9896\u6027\u3002<\/span><\/section>\n
 \u2022 \u5019\u9009\u751f\u6210\uff1aBengio\u7b49\u4eba\u4f7f\u7528GFlowNets\u6765\u751f\u6210\u591a\u6837\u4e14\u6709\u8da3\u7684\u5019\u9009\u9879\uff0c\u5e76\u4e0e\u5176\u4ed6\u57fa\u4e8e\u91cd\u6392\u6216\u63d2\u5165\u7684\u65b9\u6cd5\u8fdb\u884c\u6bd4\u8f83\u3002\u4ed6\u4eec\u5728\u4e00\u4e2a\u7535\u5f71\u63a8\u8350\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u7ed3\u679c\u8868\u660eGFlowNets\u53ef\u4ee5\u751f\u6210\u66f4\u76f8\u5173\u4e14\u66f4\u6709\u8da3\u7684\u5019\u9009\u9879\uff0c\u5e76\u5177\u6709\u8f83\u9ad8\u7684\u7528\u6237\u6ee1\u610f\u5ea6\u548c\u70b9\u51fb\u7387\u3002<\/span><\/section>\n

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\u4ee5\u4e0a\u5b9e\u9a8c\u7ed3\u679c\u9a8c\u8bc1\u4e86\u751f\u6210\u6d41\u7f51\u7edc\u5728\u4e0d\u540c\u4efb\u52a1\u4e0a\u7684\u6709\u6548\u6027\u548c\u4f18\u8d8a\u6027\uff0c\u540c\u65f6\u4e5f\u5c55\u793a\u4e86\u751f\u6210\u6d41\u7f51\u7edc\u7684\u7075\u6d3b\u6027\u548c\u901a\u7528\u6027\u3002<\/span><\/section>\n

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\u7efc\u4e0a\u6240\u8ff0\uff0cGFlowNets\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u7814\u7a76\u65b9\u6cd5\uff0c\u5df2\u5728\u591a\u79cd\u4efb\u52a1\u4e2d\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u6027\u80fd\u548c\u6f5c\u529b\uff0c\u5982\u56e0\u679c\u63a8\u65ad\u3001\u5206\u5b50\u8bbe\u8ba1\u3001\u5019\u9009\u751f\u6210\u7b49\u3002\u540c\u65f6\uff0cGFlowNets\u4e5f\u9762\u4e34\u7740\u4e00\u4e9b\u6311\u6218\u548c\u95ee\u9898\uff0c\u5982\uff1a<\/span><\/p>\n

 \u2022 \u4f18\u5316\u96be\u5ea6\uff1a\u751f\u6210\u6d41\u7f51\u7edc\u7684\u8bad\u7ec3\u76ee\u6807\u662f\u975e\u51f8\u7684\uff0c\u5e76\u4e14\u6d89\u53ca\u5230\u5927\u91cf\u7684\u968f\u673a\u91c7\u6837\uff0c\u56e0\u6b64\u9700\u8981\u6709\u6548\u7684\u4f18\u5316\u7b97\u6cd5\u548c\u6280\u5de7\u6765\u4fdd\u8bc1\u6536\u655b\u548c\u7a33\u5b9a\u6027\u3002<\/span><\/p>\n

 \u2022 \u53ef\u6269\u5c55\u6027\uff1a\u751f\u6210\u6d41\u7f51\u7edc\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u968f\u7740\u72b6\u6001\u7a7a\u95f4\u548c\u52a8\u4f5c\u7a7a\u95f4\u7684\u589e\u5927\u800c\u589e\u5927\uff0c\u56e0\u6b64\u9700\u8981\u6709\u6548\u7684\u8fd1\u4f3c\u548c\u526a\u679d\u6765\u63d0\u9ad8\u53ef\u6269\u5c55\u6027\u548c\u6548\u7387\u3002<\/span><\/p>\n

 \u2022 \u53ef\u6bd4\u8f83\u6027\uff1a\u751f\u6210\u6d41\u7f51\u7edc\u7684\u8bc4\u4f30\u6307\u6807\u548c\u57fa\u51c6\u6570\u636e\u96c6\u8fd8\u4e0d\u591f\u5b8c\u5584\u548c\u7edf\u4e00\uff0c\u56e0\u6b64\u9700\u8981\u66f4\u591a\u7684\u7814\u7a76\u548c\u534f\u4f5c\u6765\u5efa\u7acb\u53ef\u6bd4\u8f83\u6027\u548c\u53ef\u91cd\u590d\u6027\u3002<\/span><\/p>\n


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\u66f4\u591a\u5185\u5bb9\u4e0d\u518d\u8d58\u8ff0\uff0c\u96c6\u667a\u7f16\u8f91\u90e8\u5e0c\u671b\u672c\u6587\u80fd\u591f\u4e3a\u8bfb\u8005\u63d0\u4f9b\u4e00\u4e2a\u5bf9\u751f\u6210\u6d41\u7f51\u7edc\u7684\u57fa\u672c\u8ba4\u8bc6\u548c\u7406\u89e3\uff0c\u5e76\u6fc0\u53d1\u8bfb\u8005\u5bf9\u8fd9\u4e00\u9886\u57df\u7684\u7814\u7a76\u5174\u8da3\u548c\u63a2\u7d22\u6b32\u671b\uff0c\u66f4\u591a\u8d44\u6599\u8bf7\u53c2\u8003\u4e0b\u4e00\u8282\u3002<\/span><\/section>\n

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\u5982\u679c\u4f60\u5bf9\u751f\u6210\u6d41\u7f51\u7edc\u611f\u5174\u8da3\uff0c\u5e76\u60f3\u8fdb\u4e00\u6b65\u5b66\u4e60\u548c\u63a2\u7d22\uff0c\u96c6\u667a\u793e\u533a\u63a8\u8350\u4ee5\u4e0b\u5b66\u4e60\u8d44\u6e90\uff1a<\/span><\/section>\n

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 \u2022 \u6559\u7a0b\uff1aYoshua Bengio\u6559\u6388\u64b0\u5199\u4e86\u4e00\u7bc7\u8be6\u7ec6\u7684\u6559\u7a0b\uff0c\u4ecb\u7ecd\u4e86\u751f\u6210\u6d41\u7f51\u7edc\u7684\u57fa\u672c\u6982\u5ff5\u3001\u539f\u7406\u548c\u5e94\u7528\uff0c\u4ee5\u53ca\u4e00\u4e9b\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u548c\u6311\u6218\u3002\u4f60\u53ef\u4ee5\u9605\u8bfb\u6559\u7a0b[1]\u3002<\/span><\/section>\n
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Yoshua Bengio. Generative Flow Networks. 2022. https:\/\/yoshuabengio.org\/2022\/03\/05\/generative-flow-networks<\/span><\/section>\n<\/blockquote>\n

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 \u2022 \u4e66\u7c4d\uff1a\u76ee\u524d\u8fd8\u6ca1\u6709\u4e13\u95e8\u4ecb\u7ecd\u751f\u6210\u6d41\u7f51\u7edc\u7684\u4e66\u7c4d\uff0c\u4f46\u4f60\u53ef\u4ee5\u53c2\u8003\u4e00\u4e9b\u6d89\u53ca\u751f\u6210\u6a21\u578b\u3001\u53d8\u5206\u63a8\u7406\u3001\u80fd\u91cf\u6a21\u578b\u7b49\u76f8\u5173\u4e3b\u9898\u7684\u4e66\u7c4d\uff0c\u5982\u300a\u6df1\u5ea6\u5b66\u4e60\u300b\u3001\u300a\u673a\u5668\u5b66\u4e60\u300b\u7b49\uff1b\u6b64\u5916\uff0cBengio\u4ecb\u7ecd\u4e86GFlowNets\u5728\u79d1\u5b66\u53d1\u73b0\u4e2d\u7684\u5e94\u7528\u548c\u524d\u666f\uff0c\u8be6\u60c5\u53c2\u8003\u6587\u732e[3]\u3002<\/span><\/p>\n

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Yoshua Bengio et al. GFlowNets for AI-Driven Scientific Discovery. https:\/\/arxiv.org\/abs\/2302.00615<\/span><\/section>\n<\/blockquote>\n
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 \u2022 Repo\uff1a\u6709\u4e00\u4e9b\u5f00\u6e90\u7684\u4ee3\u7801\u5e93\u548c\u9879\u76ee\uff0c\u5b9e\u73b0\u4e86\u751f\u6210\u6d41\u7f51\u7edc\u7684\u4e0d\u540c\u7248\u672c\u548c\u5e94\u7528\u3002\u4f60\u53ef\u4ee5\u5728GitHub\u5f00\u6e90\u5e93[2]\u4e0a\u627e\u5230\u6709\u5173GFlowNets\u7684\u6587\u7ae0\u548c\u9879\u76ee\uff0c\u5e76\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u8fdb\u884c\u4fee\u6539\u6216\u6269\u5c55\u3002<\/span><\/p>\n

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GitHub – zdhNarsil\/Awesome-GFlowNets: A curated list of resources about generative flow networks (GFlowNets). https:\/\/github.com\/zdhNarsil\/Awesome-GFlowNets<\/span><\/section>\n<\/blockquote>\n
\u6211\u4eec\u5e0c\u671b\u8fd9\u4e9b\u8d44\u6e90\u80fd\u591f\u5e2e\u52a9\u4f60\u66f4\u597d\u5730\u7406\u89e3\u548c\u4f7f\u7528\u751f\u6210\u6d41\u7f51\u7edc\uff0c\u4e5f\u6b22\u8fce\u4f60\u52a0\u5165\u96c6\u667a\u7814\u7a76\u793e\u533a\uff0c\u5171\u540c\u63a8\u52a8\u8fd9\u4e00\u9886\u57df\u7684\u53d1\u5c55\u548c\u521b\u65b0\u3002<\/span><\/section>\n

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AI+Science \u662f\u8fd1\u5e74\u5174\u8d77\u7684\u5c06\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u76f8\u7ed3\u5408\u7684\u4e00\u79cd\u8d8b\u52bf\u3002\u4e00\u65b9\u9762\u662f AI for Science\uff0c\u673a\u5668\u5b66\u4e60\u548c\u5176\u4ed6 AI \u6280\u672f\u53ef\u4ee5\u7528\u6765\u89e3\u51b3\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u95ee\u9898\uff0c\u4ece\u9884\u6d4b\u5929\u6c14\u548c\u86cb\u767d\u8d28\u7ed3\u6784\uff0c\u5230\u6a21\u62df\u661f\u7cfb\u78b0\u649e\u3001\u8bbe\u8ba1\u4f18\u5316\u6838\u805a\u53d8\u53cd\u5e94\u5806\uff0c\u751a\u81f3\u50cf\u79d1\u5b66\u5bb6\u4e00\u6837\u8fdb\u884c\u79d1\u5b66\u53d1\u73b0\uff0c\u88ab\u79f0\u4e3a\u79d1\u5b66\u53d1\u73b0\u7684\u201c\u7b2c\u4e94\u8303\u5f0f\u201d\u3002\u53e6\u4e00\u65b9\u9762\u662f Science for AI\uff0c\u79d1\u5b66\u5c24\u5176\u662f\u7269\u7406\u5b66\u4e2d\u7684\u89c4\u5f8b\u548c\u601d\u60f3\u542f\u53d1\u673a\u5668\u5b66\u4e60\u7406\u8bba\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u63d0\u4f9b\u5168\u65b0\u7684\u89c6\u89d2\u548c\u65b9\u6cd5\u3002<\/span><\/section>\n

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\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u540e\u7814\u7a76\u5458\u5434\u6cf0\u9716\uff08Jure Leskovec \u6559\u6388\u6307\u5bfc\uff09\u3001\u54c8\u4f5b\u91cf\u5b50\u8ba1\u5212\u7814\u7a76\u5458\u6248\u9e3f\u4e1a\u3001\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7269\u7406\u7cfb\u535a\u58eb\u751f\u5218\u5b50\u9e23\uff08Max Tegmark \u6559\u6388\u6307\u5bfc\uff09\uff0c\u5171\u540c\u53d1\u8d77\u4ee5\u201cAI+Science<\/a>\u201d\u4e3a\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\uff0c\u63a2\u8ba8\u8be5\u9886\u57df\u7684\u91cd\u8981\u95ee\u9898\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\u3002\u8bfb\u4e66\u4f1a\u4ece2023\u5e743\u670826\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u65e5\u65e9\u4e0a 9:00-11:00 \u7ebf\u4e0a\u4e3e\u884c\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba110\u5468\u3002\u6b22\u8fce\u5bf9\u63a2\u7d22\u8fd9\u4e2a\u6fc0\u52a8\u4eba\u5fc3\u7684\u524d\u6cbf\u9886\u57df\u6709\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\u3002<\/span><\/section>\n

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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong>Barab\u00e1si \u6700\u65b0\u7814\u7a76\uff1a\u5229\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\u52a0\u901f\u7f51\u7edc\u5e03\u5c40<\/a><\/strong><\/span><\/section>\n
2. <\/strong>\u56fe\u7f51\u7edc\u6df1\u5ea6\u89e3\u6790\uff1a\u4e3a\u4ec0\u4e48\u8bf4\u56fe\u7f51\u7edc\u662f AI \u7684\u672a\u6765\uff1f<\/a><\/strong><\/span><\/section>\n
3. <\/strong><\/strong>AI\u4e0d\u518d\u9ed1\u7bb1\uff1a\u5229\u7528\u53ef\u89e3\u91ca\u7684\u80f6\u56ca\u7f51\u7edc\u7b97\u6cd5\u8bc6\u522b\u7ec6\u80de\u4e9a\u578b<\/a><\/strong><\/strong><\/span><\/section>\n
4. \u300a\u5f20\u6c5f\u00b7\u590d\u6742\u79d1\u5b66\u524d\u6cbf27\u8bb2\u300b\u5b8c\u6574\u4e0a\u7ebf\uff01<\/strong><\/a><\/strong><\/strong><\/strong><\/section>\n
5. \u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/span><\/strong><\/a><\/strong><\/strong><\/strong><\/strong><\/section>\n
6. <\/strong><\/strong><\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/a><\/strong><\/strong><\/strong><\/span><\/section>\n


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