{"id":32478,"date":"2025-08-28T17:33:10","date_gmt":"2025-08-28T09:33:10","guid":{"rendered":"http:\/\/192.168.10.115\/?p=32478"},"modified":"2025-08-28T17:33:10","modified_gmt":"2025-08-28T09:33:10","slug":"2025-08-28-%e7%a4%be%e4%bc%9a%e6%84%9f%e7%9f%a5%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%ef%bc%9a%e6%8e%a8%e6%96%ad%e9%81%bf%e8%ae%a9%e6%84%8f%e5%9b%be%e4%bb%a5%e5%ae%9e%e7%8e%b0%e6%9b%b4%e5%ae%89%e5%85%a8","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/08\/28\/32478\/","title":{"rendered":"2025-08-28 \u793e\u4f1a\u611f\u77e5\u81ea\u52a8\u9a7e\u9a76\uff1a\u63a8\u65ad\u907f\u8ba9\u610f\u56fe\u4ee5\u5b9e\u73b0\u66f4\u5b89\u5168\u7684\u4ea4\u4e92"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/fuDTC60T0FK8IXjvHwPGDw\">https:\/\/mp.weixin.qq.com\/s\/fuDTC60T0FK8IXjvHwPGDw<\/a><\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2504.20004<\/p>\n\n\n\n<p>\u6458\u8981<\/p>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u793e\u4f1a\u611f\u77e5\u81ea\u52a8\u9a7e\u9a76\uff1a\u63a8\u65ad\u907f\u8ba9\u610f\u56fe\u4ee5\u5b9e\u73b0\u66f4\u5b89\u5168\u7684\u4ea4\u4e92\u3002\u81ea\u4ece\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u51fa\u73b0\u4ee5\u6765\uff0c\u5b83\u5728\u8fc7\u53bb\u5341\u5e74\u4e2d\u5feb\u901f\u53d1\u5c55\u3002\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\uff08AVs\uff09\u5f88\u5feb\u5c06\u4e0e\u4eba\u7c7b\u9a7e\u9a76\u6c7d\u8f66\uff08HVs\uff09\u5728\u9053\u8def\u4e0a\u5171\u5b58\u3002\u76ee\u524d\uff0c\u5b89\u5168\u4e14\u53ef\u9760\u7684\u51b3\u7b56\u4ecd\u7136\u662f\u91cd\u5927\u6311\u6218\uff0c\u7279\u522b\u662f\u5f53\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u5728\u53d8\u9053\u4ee5\u53ca\u4e0e\u5468\u56f4HVs\u4ea4\u4e92\u65f6\u3002\u56e0\u6b64\uff0c\u5bf9\u5468\u56f4HVs\u610f\u56fe\u7684\u51c6\u786e\u4f30\u8ba1\u53ef\u4ee5\u5e2e\u52a9AVs\u505a\u51fa\u66f4\u53ef\u9760\u3001\u66f4\u5b89\u5168\u7684\u53d8\u9053\u51b3\u7b56\u3002\u8fd9\u4e0d\u4ec5\u6d89\u53ca\u7406\u89e3\u5468\u56f4HVs\u7684\u5f53\u524d\u884c\u4e3a\uff0c\u8fd8\u5728\u6ca1\u6709\u4efb\u4f55\u76f4\u63a5\u901a\u4fe1\u7684\u60c5\u51b5\u4e0b\u9884\u6d4b\u5176\u672a\u6765\u8fd0\u52a8\u3002\u7136\u800c\uff0c\u533a\u5206\u5468\u56f4HVs\u7684\u901a\u884c\u548c\u907f\u8ba9\u610f\u56fe\u4ecd\u7136\u662f\u6a21\u7cca\u7684\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\u7684\u793e\u4f1a\u610f\u56fe\u4f30\u8ba1\u7b97\u6cd5\uff0c\u5e76\u4e14\u7ed3\u5408\u4e86\u91c7\u7528\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08DRL\uff09\u7b97\u6cd5\u7684\u51b3\u7b56\u6846\u67b6\u3002\u4e3a\u4e86\u8bc4\u4f30\u8be5\u7b97\u6cd5\u7684\u6027\u80fd\uff0c\u6240\u63d0\u51fa\u7684\u6846\u67b6\u5728\u4eff\u771f\u73af\u5883\u4e2d\u88ab\u6d4b\u8bd5\u5e76\u4e14\u5e94\u7528\u4e8e\u53d8\u9053\u573a\u666f\u3002\u6b64\u5916\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8bc1\u660e\u4e86\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u5982\u4f55\u63d0\u9ad8\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u5728\u9053\u8def\u4e0a\u5b89\u5168\u4e14\u9ad8\u6548\u53d8\u9053\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u4e3b\u8981\u8d21\u732e<\/p>\n\n\n\n<p>\u672c\u6587\u7684\u8d21\u732e\u603b\u7ed3\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>1\uff09\u672c\u6587\u5c06\u793e\u4f1a\u4ef7\u503c\u53d6\u5411\uff08SVO\uff09\u7684\u6982\u5ff5\u5d4c\u5165\u5230\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\u4e2d\uff0c\u4ee5\u5efa\u6a21\u548c\u63a8\u65ad\u5728\u53d8\u9053\u51b2\u7a81\u60c5\u51b5\u4e0b\u5468\u56f4HVs\u7684\u901a\u884c\u548c\u907f\u8ba9\u610f\u56fe\uff1b<\/p>\n\n\n\n<p>2\uff09\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u51b3\u7b56\u6846\u67b6\uff0c\u5b83\u96c6\u6210\u4e86\u6982\u7387\u793e\u4f1a\u610f\u56fe\u4f30\u8ba1\u6a21\u5757\u3002\u8be5\u6a21\u5757\u4f30\u8ba1\u4e86\u76f8\u90bb\u4ea4\u901a\u53c2\u4e0e\u8005\u7684\u9a7e\u9a76\u610f\u56fe\uff0c\u5e76\u4e14\u5c06\u610f\u56fe\u6982\u7387\u7528\u4f5c\u81ea\u52a8\u53d8\u9053\u89c4\u5212\u7684DRL\u7b56\u7565\u4e2d\u72b6\u6001\u8868\u793a\u7684\u4e00\u90e8\u5206\uff1b<\/p>\n\n\n\n<p>3\uff09\u672c\u6587\u5b9e\u73b0\u4e86\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u5e76\u4e14\u5728\u4eff\u771f\u7684\u9ad8\u901f\u516c\u8def\u9a7e\u9a76\u73af\u5883\u4e2d\u5bf9\u5176\u8fdb\u884c\u8bc4\u4f30\u3002\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u6846\u67b6\u5728\u53d8\u9053\u64cd\u4f5c\u4e0b\u7684\u5b89\u5168\u6027\u548c\u6548\u7387\u65b9\u9762\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u57fa\u7ebf\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u56fe\u7247\u548c\u8868\u683c<\/p>\n\n\n\n<figure 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