{"id":1469,"date":"2026-01-31T09:00:19","date_gmt":"2026-01-31T01:00:19","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/01\/31\/5%e7%a7%92%e5%87%ba4%e5%bc%a02k%e5%a4%a7%e5%9b%be%ef%bc%81%e9%98%bf%e9%87%8c%e6%8f%90%e5%87%ba2%e6%ad%a5%e7%94%9f%e6%88%90%e6%96%b9%e6%a1%88%ef%bc%8c%e6%8b%89%e7%88%86ai%e7%94%9f%e5%9b%be%e8%bf%9b\/"},"modified":"2026-01-31T09:00:19","modified_gmt":"2026-01-31T01:00:19","slug":"5%e7%a7%92%e5%87%ba4%e5%bc%a02k%e5%a4%a7%e5%9b%be%ef%bc%81%e9%98%bf%e9%87%8c%e6%8f%90%e5%87%ba2%e6%ad%a5%e7%94%9f%e6%88%90%e6%96%b9%e6%a1%88%ef%bc%8c%e6%8b%89%e7%88%86ai%e7%94%9f%e5%9b%be%e8%bf%9b","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/01\/31\/5%e7%a7%92%e5%87%ba4%e5%bc%a02k%e5%a4%a7%e5%9b%be%ef%bc%81%e9%98%bf%e9%87%8c%e6%8f%90%e5%87%ba2%e6%ad%a5%e7%94%9f%e6%88%90%e6%96%b9%e6%a1%88%ef%bc%8c%e6%8b%89%e7%88%86ai%e7%94%9f%e5%9b%be%e8%bf%9b\/","title":{"rendered":"5\u79d2\u51fa4\u5f202K\u5927\u56fe\uff01\u963f\u91cc\u63d0\u51fa2\u6b65\u751f\u6210\u65b9\u6848\uff0c\u62c9\u7206AI\u751f\u56fe\u8fdb\u5ea6\u6761"},"content":{"rendered":"
\"5\u79d2\u51fa4\u5f202K\u5927\u56fe\uff01\u963f\u91cc\u63d0\u51fa2\u6b65\u751f\u6210\u65b9\u6848\uff0c\u62c9\u7206AI\u751f\u56fe\u8fdb\u5ea6\u6761\"\/<\/div><\/figure>\n
\"5\u79d2\u51fa4\u5f202K\u5927\u56fe\uff01\u963f\u91cc\u63d0\u51fa2\u6b65\u751f\u6210\u65b9\u6848\uff0c\u62c9\u7206AI\u751f\u56fe\u8fdb\u5ea6\u6761\"\/<\/div><\/figure>\n
\"5\u79d2\u51fa4\u5f202K\u5927\u56fe\uff01\u963f\u91cc\u63d0\u51fa2\u6b65\u751f\u6210\u65b9\u6848\uff0c\u62c9\u7206AI\u751f\u56fe\u8fdb\u5ea6\u6761\"\/<\/div><\/figure>\n
\"5\u79d2\u51fa4\u5f202K\u5927\u56fe\uff01\u963f\u91cc\u63d0\u51fa2\u6b65\u751f\u6210\u65b9\u6848\uff0c\u62c9\u7206AI\u751f\u56fe\u8fdb\u5ea6\u6761\"\/<\/div><\/figure>\n

\u5141\u4e2d \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

AI\u751f\u6210\u4e00\u5f20\u56fe\u7247\uff0c\u4f60\u613f\u610f\u7b49\u591a\u4e45\uff1f<\/p>\n

\u5728\u4e3b\u6d41\u6269\u6563\u6a21\u578b\u8fd8\u5728\u8fed\u4ee3\u4e2d\u53cd\u590d\u201c\u78e8\u53fd\u201d\u3001\u8ba9\u7528\u6237\u76ef\u7740\u8fdb\u5ea6\u6761\u53d1\u5446\u65f6\uff0c\u963f\u91cc\u667a\u80fd\u5f15\u64ce\u56e2\u961f\u76f4\u63a5\u628a\u8fdb\u5ea6\u6761\u201c\u62c9\u7206\u201d\u4e86\u2014\u2014<\/p>\n

5\u79d2\u949f\uff0c\u5230\u624b4\u5f202K\u7ea7\u9ad8\u6e05\u5927\u56fe\u3002<\/p>\n

\u9488\u5bf9Qwen\u6700\u65b0\u5f00\u6e90\u6a21\u578b\uff0c\u5c06SOTA\u538b\u7f29\u6c34\u5e73\u4ece80-100\u6b65\u524d\u5411\u8ba1\u7b97\uff0c\u9aa4\u964d\u81f32\u6b65\uff08Step\uff09\uff0c\u901f\u5ea6\u63d0\u5347\u6574\u657440\u500d\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u6b64\u524d\u50cfQwen-Image\u8fd9\u6837\u9700\u8981\u8fd1\u4e00\u5206\u949f\u624d\u80fd\u5410\u51fa\u6765\u7684\u4e00\u5f20\u56fe\u7247\uff0c\u73b0\u5728\u771f\u7684\u6210\u4e86\u201c\u7728\u773c\u4e4b\u95f4\u201d\u3002<\/p>\n

\u76ee\u524d\uff0c\u56e2\u961f\u5df2\u5c06\u76f8\u5e94\u7684Checkpoint\u53d1\u5e03\u81f3HuggingFace\u548cModelScope\u5e73\u53f0\uff0c\u6b22\u8fce\u5f00\u53d1\u8005\u4e0b\u8f7d\u4f53\u9a8c\uff1a<\/p>\n

\u540c\u65f6\uff0c\u8be5\u6a21\u578b\u5df2\u7ecf\u96c6\u6210\u5230\u545c\u54e9AI\u5e73\u53f0\u4e0a\uff08https:\/\/www.wuli.art\uff09\u652f\u6301\u8c03\u7528\u3002<\/p>\n

\u4e0a\u8ff0\u8fd9\u79cd\u8fd1\u4e4e\u201c\u7269\u7406\u5916\u6302\u201d\u822c\u7684\u84b8\u998f\u65b9\u6848\uff0c\u7a76\u7adf\u662f\u600e\u4e48\u505a\u5230\u7684\uff1f\u4e00\u8d77\u6765\u770b\u3002<\/p>\n

\u65e9\u671f\u7684\u84b8\u998f\u65b9\u6848[1,2]\uff0c\u5f80\u5f80\u53ef\u4ee5\u88ab\u5f52\u7eb3\u4e3a\u8f68\u8ff9\u84b8\u998f\uff08Trajectory Distillation\uff09\u3002<\/p>\n

\u5177\u4f53\u6765\u770b\uff0c\u5176\u672c\u8eab\u4e3b\u8981\u601d\u60f3\u662f\u5e0c\u671b\u84b8\u998f\u540e\u6a21\u578b\uff08student model\uff09\u80fd\u591f\u6a21\u4eff\u539f\u6a21\u578b\uff08teacher model\uff09\u5728\u591a\u6b65\u751f\u6210\u7684\u8def\u5f84\uff1a<\/p>\n

\u4f46\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u7c7b\u65b9\u6cd5\u5f88\u96be\u5728\u4f4e\u8fed\u4ee3\u6b65\u6570\u4e0b\u5b9e\u73b0\u9ad8\u8d28\u91cf\u751f\u6210\u3002\u6700\u7a81\u51fa\u7684\u95ee\u9898\u662f\u751f\u6210\u56fe\u50cf\u6a21\u7cca\uff0c\u8fd9\u4e00\u73b0\u8c61\u5728\u8fd1\u671f\u7814\u7a76[3]\u4e2d\u4e5f\u5f97\u5230\u4e86\u9a8c\u8bc1\uff1a<\/p>\n

\u95ee\u9898\u6839\u6e90\u5728\u4e8e\u7ea6\u675f\u65b9\u5f0f\uff1a\u8f68\u8ff9\u84b8\u998f\u76f4\u63a5\u5bf9student model\u7684\u751f\u6210\u6837\u672cx_{student}\u505a\u7ea6\u675f\uff0c\u4f7f\u5176\u5728\u7279\u5b9a\u8ddd\u79bb\u5ea6\u91cf\u4e0b\u5bf9\u9f50teacher\u9884\u6d4b\u51fa\u7684\u9ad8\u8d28\u91cf\u8f93\u51fax_{teacher}\uff0c\u5177\u4f53\u53ef\u4ee5\u8868\u8fbe\u4e3a\uff1a<\/p>\n

\u5176\u4e2d$f(\\cdot)$\u662f\u7279\u5b9a\u7684\u8ddd\u79bb\u51fd\u6570\uff0cx_{teacher}\u662fteacher\u7ecf\u8fc7\u591a\u6b21\u53bb\u566a\u4ee5\u540e\u5f97\u5230\u7684\u8f93\u51fa\u3002<\/p>\n

\u53ef\u4ee5\u770b\u51fa\uff0c\u8fd9\u4e00Loss\u5bf9\u6240\u6709\u56fe\u50cfpatch\u4e00\u89c6\u540c\u4ec1\uff0c\u5bf9\u4e8e\u4e00\u4e9b\u7279\u522b\u7ec6\u8282\u7684\u90e8\u5206\uff08\u5982\u6587\u5b57\u3001\u4eba\u7269\u4e94\u5b98\uff09\u56e0\u5360\u6bd4\u4f4e\u800c\u5b66\u4e60\u4e0d\u5145\u5206\uff0cstudent\u6a21\u578b\u7684\u7ec6\u8282\u5e38\u51fa\u73b0\u660e\u663e\u626d\u66f2\u3002<\/p>\n

\u8fd1\u671f\uff0c\u57fa\u4e8e\u6982\u7387\u7a7a\u95f4\u7684\u84b8\u998f\u65b9\u6848\uff0c\u5728\u8f83\u5c11\u6b65\u6570\u573a\u666f\uff084~8\u6b65\uff09\u83b7\u5f97\u4e86\u5de8\u5927\u7684\u6210\u529f\uff0c\u57fa\u672c\u89e3\u51b3\u4e86\u4e0a\u8ff0\u7684\u7ec6\u8282\u4e22\u5931\u95ee\u9898\u3002<\/p>\n

\u5176\u4e2d\u6700\u6709\u5f71\u54cd\u529b\u7684\u5de5\u4f5c\u4e4b\u4e00\u662fDMD2\u7b97\u6cd5\uff0c\u8fd9\u91cc\u5177\u4f53\u7684\u7b97\u6cd5\u65b9\u6848\u53ef\u4ee5\u53c2\u8003\u539f\u8bba\u6587[4]\u3002<\/p>\n

DMD2\u5c06\u7ea6\u675f\u4ece\u6837\u672c\u7a7a\u95f4\u8f6c\u6362\u5230\u4e86\u6982\u7387\u7a7a\u95f4\uff0c\u5176Loss\u8bbe\u8ba1\u4e3a\uff1a<\/p>\n

\u8fd9\u662f\u5178\u578b\u7684Reverse-KL\u7684\u84b8\u998fLoss\uff0c\u5176\u672c\u8eab\u6709\u4e00\u4e2a\u663e\u8457\u7684\u7279\u6027\uff1a<\/p>\n

\u5f53p_{teacher}(x_0)\\to 0\uff0c\u5982\u679cp_{student}(x_0) > 0\uff0c\u90a3\u5c31\u4f1a\u6709Loss \\to +\\infty\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff1a\u5bf9\u4e8estudent model\u751f\u6210\u7684\u6bcf\u4e00\u5f20\u56fe\u7247\uff0c\u5982\u679c\u5b83\u4e0d\u7b26\u5408\u771f\u5b9e\u56fe\u7247\u5206\u5e03\uff08p_{teacher}(x_0)\\to 0\uff09\uff0c\u5c31\u4f1a\u5bfc\u81f4Loss\u7206\u70b8\u3002<\/p>\n

\u56e0\u6b64\uff0cDMD2\u8fd9\u7c7b\u7b97\u6cd5\u7684\u672c\u8d28\u601d\u60f3\u662f\u2014\u2014\u4e0d\u76f4\u63a5\u544a\u8bc9student\u201c\u5e94\u8be5\u6a21\u4eff\u4ec0\u4e48\u201d\uff0c\u800c\u662f\u8ba9student\u81ea\u5df1\u751f\u6210\u56fe\u7247\uff0c\u7136\u540e\u8ba9teacher model\u6307\u5bfc\u201c\u54ea\u91cc\u4e0d\u5bf9\u201d\u3002<\/p>\n

\u8fd9\u79cdReverse-KL Loss\u7684\u8bbe\u8ba1\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u751f\u6210\u56fe\u7247\u7684\u7ec6\u8282\u6027\u548c\u5408\u7406\u6027\uff0c\u5df2\u7ecf\u6210\u4e3a\u5f53\u4e0b\u6269\u6563\u6b65\u6570\u84b8\u998f\u7684\u4e3b\u8981\u7b56\u7565\u3002<\/p>\n

\u5c3d\u7ba1Reverse-KL\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u4e0d\u5408\u7406\u6837\u672c\u7684\u751f\u6210\u6982\u7387\uff0c\u5176\u672c\u8eab\u4e5f\u5b58\u5728\u7740\u4e25\u91cd\u7684mode-collapse\u548c\u5206\u5e03\u8fc7\u4e8e\u9510\u5316\u7684\u95ee\u9898[5]\u3002<\/p>\n

\u5177\u4f53\u8868\u73b0\u5728\u591a\u6837\u6027\u964d\u4f4e\uff0c\u9971\u548c\u5ea6\u589e\u52a0\uff0c\u5f62\u4f53\u589e\u52a0\u7b49\u95ee\u9898\u4e0a\u3002\u8fd9\u4e9b\u95ee\u9898\u57282\u6b65\u84b8\u998f\u7684\u8bbe\u5b9a\u4e0b\u53d8\u5f97\u5c24\u4e3a\u7a81\u51fa\u3002<\/p>\n

\u4e3a\u4e86\u7f13\u89e3\u5206\u5e03\u9000\u5316\u95ee\u9898\uff0c\u5e38\u89c1\u505a\u6cd5\u662f\u7ed9\u6a21\u578b\u4e00\u4e2a\u66f4\u5408\u7406\u7684\u521d\u59cb\u5316[6]\u3002\u5728\u8fd9\u91cc\u8be5\u56e2\u961f\u4f7f\u7528PCM[7]\u84b8\u998f\u8fdb\u884c\u6a21\u578b\u70ed\u542f\u52a8\u3002<\/p>\n

\u5b9e\u9a8c\u8868\u660e\uff0c\u70ed\u542f\u52a8\u540e\u7684\u6a21\u578b\u7684\u5f62\u4f53\u626d\u66f2\u95ee\u9898\u5f97\u5230\u660e\u663e\u6539\u5584\u3002<\/p>\n

\u5982\u4e0a\u6240\u8ff0\uff0cDMD2\u672c\u8d28\u4e0a\u662f\u201c\u5b66\u751f\u751f\u6210\u2014>\u6559\u5e08\u6307\u5bfc\u201d\uff0c\u84b8\u998f\u8fc7\u7a0b\u4e0d\u4f9d\u8d56\u771f\u5b9e\u6570\u636e\uff0c\u8fd9\u79cd\u505a\u6cd5\u6709\u4f18\u6709\u52a3\uff1a<\/p>\n

\u540c\u65f6\u7531\u4e8eloss\u8bbe\u8ba1\u7684\u95ee\u9898\uff0cDMD2\u84b8\u998f\u5728\u9ad8\u8d28\u91cf\u7ec6\u8282\u7eb9\u7406\uff08\u5982\u82d4\u85d3\u3001\u52a8\u7269\u6bdb\u53d1\u7b49\uff09\u4e0a\u751f\u6210\u7684\u6548\u679c\uff0c\u5f80\u5f80\u5dee\u5f3a\u4eba\u610f\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n

\u4e3a\u4e86\u589e\u5f3a2\u6b65student model\u5728\u7ec6\u8282\u4e0a\u7684\u8868\u73b0\u80fd\u529b\uff0c\u963f\u91cc\u667a\u80fd\u5f15\u64ce\u56e2\u961f\u5f15\u5165\u4e86\u5bf9\u6297\u5b66\u4e60\uff08GAN\uff09\u6765\u8fdb\u4e00\u6b65\u63d0\u5347\u76d1\u7763\u6548\u679c\u3002<\/p>\n

GAN\u7684Loss\u53ef\u4ee5\u62c6\u89e3\u4e3a\uff1a<\/p>\n

\u751f\u6210Loss\uff08\u8ba9\u751f\u6210\u56fe\u9a97\u8fc7\u5224\u522b\u5668\uff09\uff1a<\/p>\n

\u5224\u522bLoss\uff08\u533a\u5206\u771f\u5047\u56fe\uff09\uff1a<\/p>\n

\u8fd9\u91ccx_0\u662fstudent\u751f\u6210\u7684\u56fe\u7247\uff0cx_{real}\u662f\u8bad\u7ec3\u96c6\u4e2d\u5f15\u5165\u7684\u771f\u5b9e\u6570\u636e\uff0cD(\\cdot)\u662f\u5224\u522b\u5668\u6839\u636e\u8f93\u5165\u6837\u672c\u5224\u65ad\u5176\u4e3a\u771f\u5b9e\u6570\u636e\u7684\u6982\u7387\u3002<\/p>\n

\u7b80\u5355\u6765\u8bf4\uff0c\u5bf9\u6297\u8bad\u7ec3\u4e00\u65b9\u9762\u9700\u8981\u5224\u522b\u5668\u5c3d\u53ef\u80fd\u5224\u5b9astudent model\u751f\u6210\u7684\u56fe\u7247\u4e3a\u5047\uff0c\u53e6\u4e00\u65b9\u9762\u9700\u8981student model\u5c3d\u53ef\u80fd\u6b3a\u9a97\u5224\u522b\u5668\u3002<\/p>\n

\u4e3a\u4e86\u63d0\u5347\u5bf9\u6297\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\u548c\u6548\u679c\uff0c\u8be5\u56e2\u961f\u505a\u4e86\u5982\u4e0b\u6539\u8fdb\uff1a<\/p>\n

\u7ecf\u5b9e\u9a8c\u9a8c\u8bc1\uff0c\u589e\u52a0\u5bf9\u6297\u8bad\u7ec3\u540e\uff0cstudent model\u7684\u753b\u9762\u8d28\u611f\u548c\u7ec6\u8282\u8868\u73b0\u53d1\u751f\u663e\u8457\u63d0\u5347\uff1a<\/p>\n

\u6781\u5c11\u6b65\u6570\u6269\u6563\u751f\u6210\u4e00\u76f4\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u65b9\u5411\u3002<\/p>\n

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\u963f\u91cc\u5df4\u5df4\u667a\u80fd\u5f15\u64ce\u56e2\u961f\u6b63\u662f\u4ece\u843d\u5730\u6548\u679c\u51fa\u53d1\uff0c\u9010\u4e2a\u53d1\u73b0\u5e76\u5206\u6790\u84b8\u998f\u5e26\u6765\u7684\u6548\u679c\u95ee\u9898\uff08\u5982\u626d\u66f2\u3001\u7eb9\u7406\u786e\u5b9e\uff09\uff0c\u5e76\u9488\u5bf9\u6027\u89e3\u51b3\uff0c\u624d\u80fd\u4f7f\u5f97\u6700\u540e\u76842\u6b65\u751f\u6210\u6a21\u578b\uff0c\u6700\u7ec8\u8fbe\u5230\u5de5\u4e1a\u573a\u666f\u53ef\u843d\u5730\u7684\u6c34\u51c6\u3002<\/p>\n

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\n

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