{"id":37808,"date":"2025-02-05T01:01:00","date_gmt":"2025-02-04T17:01:00","guid":{"rendered":"https:\/\/17aitech.com\/?p=37808"},"modified":"2025-02-05T01:01:00","modified_gmt":"2025-02-04T17:01:00","slug":"%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e4%b9%9f%e8%83%bd%e6%8e%a8%e7%90%86%e6%97%b6scaling%ef%bc%8c%e8%b0%a2%e8%b5%9b%e5%ae%81%e5%9b%a2%e9%98%9f%e9%87%8d%e7%a3%85%e7%a0%94%e7%a9%b6%e5%8f%af%e8%83%bd","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37808","title":{"rendered":"\u6269\u6563\u6a21\u578b\u4e5f\u80fd\u63a8\u7406\u65f6Scaling\uff0c\u8c22\u8d5b\u5b81\u56e2\u961f\u91cd\u78c5\u7814\u7a76\u53ef\u80fd\u5e26\u6765\u6587\u751f\u56fe\u65b0\u8303\u5f0f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-18-4\" target=\"_blank\">\u6269\u6563\u6a21\u578b\u4e5f\u80fd\u63a8\u7406\u65f6Scaling\uff0c\u8c22\u8d5b\u5b81\u56e2\u961f\u91cd\u78c5\u7814\u7a76\u53ef\u80fd\u5e26\u6765\u6587\u751f\u56fe\u65b0\u8303\u5f0f<\/a><\/p>\n<section>\u5bf9\u4e8e LLM\uff0c\u63a8\u7406\u65f6 scaling \u662f\u6709\u6548\u7684\uff01\u8fd9\u4e00\u70b9\u5df2\u7ecf\u88ab\u8fd1\u671f\u7684\u8bb8\u591a\u63a8\u7406\u5927\u6a21\u578b\u8bc1\u660e\uff1ao1\u3001o3\u3001DeepSeek R1\u3001QwQ\u3001Step Reasoner mini\u2026\u2026\u00a0<\/section>\n<section><\/section>\n<section>\u4f46\u8fd9\u4e2a\u8bf4\u6cd5\u4e5f\u9002\u7528\u4e8e\u6269\u6563\u6a21\u578b\u5417\uff1f<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c\u7ebd\u7ea6\u5927\u5b66\u8c22\u8d5b\u5b81\u9886\u5bfc\u7684\u4e00\u4e2a\u56e2\u961f\u5bf9\u8fd9\u4e00\u65b9\u5411\u8fdb\u884c\u4e86\u63a2\u7d22\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u501f\u52a9\u901a\u7528\u641c\u7d22\u6846\u67b6\u7cfb\u7edf\u6027\u5730\u63a2\u7d22\u4e86\u6269\u6563\u6a21\u578b\u7684\u63a8\u7406\u65f6 scaling \u60c5\u51b5\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u63a8\u7406\u65f6 scaling \u5bf9\u6269\u6563\u6a21\u578b\u662f\u6709\u6548\u7684 \u2014\u2014 \u589e\u52a0\u63a8\u7406\u65f6\u95f4\u8ba1\u7b97\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6269\u6563\u6a21\u578b\u751f\u6210\u7684\u6837\u672c\u7684\u8d28\u91cf\uff0c\u5e76\u4e14\u7531\u4e8e\u56fe\u50cf\u7684\u590d\u6742\u6027\uff0c\u53ef\u4ee5\u9488\u5bf9\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\uff0c\u5bf9\u6846\u67b6\u4e2d\u7684\u7ec4\u4ef6\u8fdb\u884c\u4e0d\u540c\u5f62\u5f0f\u7684\u7ec4\u5408\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-059fb689ff950bc92504f086a7998d97.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-059fb689ff950bc92504f086a7998d97.png\"><\/a><\/section>\n<section>\u8fd9\u7bc7\u8bba\u6587\u7684\u7f72\u540d\u90e8\u5206\u8fd8\u900f\u9732\u51fa\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u5c0f\u7ec6\u8282\uff1a\u8c22\u8d5b\u5b81\u7684\u6240\u5c5e\u673a\u6784\u6807\u8bb0\u6210\u4e86\u8c37\u6b4c\u5e76\u4e14\u901a\u8baf\u4f5c\u8005\u90ae\u7bb1\u4e5f\u4f7f\u7528\u4e86\u5176\u8c37\u6b4c\u57df\u540d\u7684\u90ae\u7bb1\u3002\u4f46\u6211\u4eec\u76ee\u524d\u8fd8\u5e76\u4e0d\u6e05\u695a\u8fd9\u662f\u5426\u610f\u5473\u7740\u8fd9\u4f4d\u8457\u540d AI \u7814\u7a76\u8005\u5df2\u7ecf\u6b63\u5f0f\u52a0\u5165\u8c37\u6b4c\uff0c\u8fd8\u662f\u5728\u8c37\u6b4c\u517c\u804c\uff08\u8c22\u8d5b\u5b81\u6b64\u524d\u5df2\u7ecf\u662f\u8c37\u6b4c\u7814\u7a76\u9662\u8bbf\u95ee\u5b66\u8005\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ee25535c4dadf6251e0da0daa347c6e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ee25535c4dadf6251e0da0daa347c6e5.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aInference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2501.09732<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6709\u8da3\u7684\u662f\uff0c\u5c31\u5728\u524d\u51e0\u5929\uff0c\u6765\u81ea\u7ebd\u7ea6\u5927\u5b66\u548c\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u7684\u7814\u7a76\u8005\u4e5f\u53d1\u5e03\u4e86\u4e00\u7bc7\u7c7b\u4f3c\u65b9\u5411\u7684\u8bba\u6587\u3002\u770b\u6765\uff0cscaling \u63a8\u7406\u5c06\u662f\u6539\u8fdb\u6269\u6563\u6a21\u578b\u7684\u4e00\u4e2a\u975e\u5e38\u6709\u524d\u9014\u7684\u65b9\u5411\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e9bcf2421c427bc065253d0acf48827c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e9bcf2421c427bc065253d0acf48827c.png\"><\/a><\/section>\n<section><strong>\u8bba\u6587\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section>OpenAI o1 \u7b49\u6a21\u578b\u7684\u95ee\u4e16\u5df2\u7ecf\u8bc1\u660e\uff0c\u5728\u63a8\u7406\u9636\u6bb5\u589e\u52a0\u8ba1\u7b97\u91cf\u53ef\u4ee5\u8ba9 LLM \u7684\u6027\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\u3002\u4f46\u5bf9\u4e8e\u6269\u6563\u6a21\u578b\uff0c\u5982\u4f55\u6709\u6548 scaling \u63a8\u7406\u65f6\u95f4\u8ba1\u7b97\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u8fd8\u4e0d\u591f\u660e\u786e\u3002<\/section>\n<section><\/section>\n<section>\u6269\u6563\u6a21\u578b\u7ecf\u8fc7\u8bad\u7ec3\u4ee5\u53bb\u9664\u6570\u636e\u4e2d\u7684\u566a\u58f0\uff0c\u662f\u4e00\u7c7b\u5728\u8fde\u7eed\u6570\u636e\u9886\u57df\u5360\u4e3b\u5bfc\u5730\u4f4d\u7684\u751f\u6210\u6a21\u578b\uff0c\u5982\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\u3002\u4e3a\u4e86\u751f\u6210\u5355\u4e2a\u6837\u672c\uff0c\u5b83\u4eec\u7684\u751f\u6210\u8fc7\u7a0b\u901a\u5e38\u4ece\u7eaf\u566a\u58f0\u5f00\u59cb\uff0c\u9700\u8981\u7ecf\u8fc7\u8bad\u7ec3\u6a21\u578b\u7684\u591a\u6b21\u524d\u5411\u4f20\u9012\u6765\u53bb\u566a\u5e76\u83b7\u5f97\u5e72\u51c0\u7684\u6570\u636e\u3002\u8fd9\u4e9b\u524d\u5411\u4f20\u9012\u56e0\u6b64\u88ab\u79f0\u4e3a\u53bb\u566a\u6b65\u9aa4\u3002\u7531\u4e8e\u53bb\u566a\u6b65\u9aa4\u7684\u6570\u91cf\u53ef\u4ee5\u8c03\u6574\uff0c\u4ee5\u5728\u6837\u672c\u8d28\u91cf\u548c\u8ba1\u7b97\u6210\u672c\u4e4b\u95f4\u8fdb\u884c\u6743\u8861\uff0c\u6269\u6563\u6a21\u578b\u7684\u751f\u6210\u8fc7\u7a0b\u81ea\u7136\u63d0\u4f9b\u4e86\u5728\u63a8\u7406\u65f6\u5206\u914d\u8ba1\u7b97\u9884\u7b97\u7684\u7075\u6d3b\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u751f\u6210\u6a21\u578b\uff0c\u8fd9\u79cd\u8ba1\u7b97\u9884\u7b97\u901a\u5e38\u7528\u51fd\u6570\u8bc4\u4f30\u6b21\u6570\uff08NFE\uff09\u6765\u8861\u91cf\uff0c\u4ee5\u786e\u4fdd\u4e0e\u5176\u4ed6\u4f7f\u7528\u8fed\u4ee3\u91c7\u6837\u8fc7\u7a0b\u4f46\u6ca1\u6709\u53bb\u566a\u80fd\u529b\u7684\u6a21\u578b\u7cfb\u5217\u8fdb\u884c\u5408\u7406\u6bd4\u8f83\u3002<\/section>\n<section><\/section>\n<section>\u7ecf\u9a8c\u89c2\u5bdf\u8868\u660e\uff0c\u4ec5\u901a\u8fc7\u5c06\u8ba1\u7b97\u6295\u5165\u5230\u53bb\u566a\u6b65\u9aa4\u4e2d\uff0c\u6027\u80fd\u63d0\u5347\u5728\u8fbe\u5230\u67d0\u4e2a NFE \u540e\u5f80\u5f80\u4f1a\u8d8b\u4e8e\u5e73\u7a33\uff0c\u9650\u5236\u4e86\u63a8\u7406\u8fc7\u7a0b\u4e2d\u589e\u52a0\u8ba1\u7b97\u7684\u6536\u76ca\u3002\u56e0\u6b64\uff0c\u4ee5\u524d\u5173\u4e8e\u6269\u6563\u6a21\u578b\u7684\u5de5\u4f5c\u957f\u671f\u4ee5\u6765\u4e00\u76f4\u4e13\u6ce8\u4e8e\u5728\u4fdd\u6301\u9ad8\u6027\u80fd\u7684\u540c\u65f6\u5c3d\u53ef\u80fd\u51cf\u5c11\u63a8\u7406\u65f6\u7684 NFE \u4ee5\u63d0\u9ad8\u6548\u7387\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u662f\uff0c\u8c37\u6b4c DeepMind \u548c\u8c22\u8d5b\u5b81\u7b49\u4eba\u65b0\u8bba\u6587\u7684\u7814\u7a76\u65b9\u5411\u4e0e\u6b64\u76f8\u53cd\u3002<\/section>\n<section><\/section>\n<section>\u4e0e LLM \u76f8\u6bd4\uff0c\u6269\u6563\u6a21\u578b\u5904\u7406\u7684\u662f\u4f5c\u4e3a\u521d\u59cb\u6837\u672c\u6ce8\u5165\u7684\u566a\u58f0\u6216\u5728\u91c7\u6837\u8fc7\u7a0b\u4e2d\u6ce8\u5165\u7684\u566a\u58f0\u7684\u663e\u5f0f\u968f\u673a\u6027\u3002<strong>\u5df2\u6709\u7814\u7a76\u8868\u660e\u8fd9\u4e9b\u566a\u58f0\u5e76\u975e\u7b49\u4ef7\uff0c\u5373\u67d0\u4e9b\u566a\u58f0\u4f1a\u5e26\u6765\u66f4\u597d\u7684\u751f\u6210\u7ed3\u679c\u3002\u8fd9\u4e00\u89c2\u5bdf\u4e3a scaling NFE \u63d0\u4f9b\u4e86\u9664\u589e\u52a0\u53bb\u566a\u6b65\u9aa4\u4e4b\u5916\u7684\u53e6\u4e00\u4e2a\u7ef4\u5ea6 \u2014\u2014 \u5728\u91c7\u6837\u4e2d\u641c\u7d22\u66f4\u597d\u7684\u566a\u58f0\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u65b0\u8bba\u6587\u7814\u7a76\u4e86\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u901a\u8fc7\u641c\u7d22\u6709\u6548\u5229\u7528\u8ba1\u7b97\u8d44\u6e90\u7684\u65b9\u6cd5\uff0c\u800c\u4e0d\u662f\u4ec5\u5c06 NFE \u5206\u914d\u7ed9\u53bb\u566a\u6b65\u9aa4\uff08\u8fd9\u5f80\u5f80\u4f1a\u5f88\u5feb\u5bfc\u81f4\u6027\u80fd\u4e0d\u518d\u589e\u957f\uff09\uff0c\u4ece\u800c\u5728\u63a8\u7406\u65f6\u6539\u8fdb\u6269\u6563\u6a21\u578b\u7684\u6027\u80fd\u548c\u53ef\u6269\u5c55\u6027\uff08\u56fe 1\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c9676d9e3142fdefb68c2751bcbc8834.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-c9676d9e3142fdefb68c2751bcbc8834.png\"><\/a><\/section>\n<section><strong>\u4f5c\u8005\u4e3b\u8981\u8003\u8651\u641c\u7d22\u6846\u67b6\u4e2d\u7684\u4e24\u4e2a\u8bbe\u8ba1\u8f74\uff1a\u7528\u4e8e\u5728\u641c\u7d22\u4e2d\u63d0\u4f9b\u53cd\u9988\u7684\u9a8c\u8bc1\u5668\uff0c\u4ee5\u53ca\u7528\u4e8e\u5bfb\u627e\u66f4\u597d\u566a\u58f0\u5019\u9009\u9879\u7684\u7b97\u6cd5<\/strong>\uff0c\u9075\u5faa LLM \u4e2d\u4f7f\u7528\u7684\u672f\u8bed\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u9a8c\u8bc1\u5668\uff0c\u4ed6\u4eec\u8003\u8651\u4e86\u4e09\u79cd\u4e0d\u540c\u7684\u8bbe\u7f6e\uff0c\u8fd9\u4e9b\u8bbe\u7f6e\u65e8\u5728\u6a21\u62df\u4e09\u79cd\u4e0d\u540c\u7684\u4f7f\u7528\u573a\u666f\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u638c\u63e1\u6700\u7ec8\u8bc4\u4f30\u5982\u4f55\u8fdb\u884c\u7684\u7279\u6743\u4fe1\u606f\u7684\u573a\u666f\uff1b<\/section>\n<\/li>\n<li>\n<section>\u638c\u63e1\u7528\u4e8e\u6307\u5bfc\u751f\u6210\u7684\u6761\u4ef6\u4fe1\u606f\u7684\u573a\u666f\uff1b<\/section>\n<\/li>\n<li>\n<section>\u6ca1\u6709\u989d\u5916\u4fe1\u606f\u53ef\u7528\u7684\u573a\u666f\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u5bf9\u4e8e\u7b97\u6cd5\uff0c\u4ed6\u4eec\u7814\u7a76\u4e86\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u968f\u673a\u641c\u7d22\uff0c\u5b83\u53ea\u662f\u4ece\u56fa\u5b9a\u7684\u5019\u9009\u96c6\u4e2d\u9009\u62e9\u6700\u4f73\u9879\uff1b<\/section>\n<\/li>\n<li>\n<section>\u96f6\u9636\u641c\u7d22\uff0c\u5b83\u5229\u7528\u9a8c\u8bc1\u5668\u53cd\u9988\u6765\u8fed\u4ee3\u6539\u8fdb\u566a\u58f0\u5019\u9009\u9879\uff1b<\/section>\n<\/li>\n<li>\n<section>\u8def\u5f84\u641c\u7d22\uff0c\u5b83\u5229\u7528\u9a8c\u8bc1\u5668\u53cd\u9988\u6765\u8fed\u4ee3\u6539\u8fdb\u6269\u6563\u91c7\u6837\u8f68\u8ff9\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u4f5c\u8005\u9996\u5148\u5728 ImageNet \u7c7b\u522b\u6761\u4ef6\u751f\u6210\u8fd9\u4e2a\u76f8\u5bf9\u7b80\u5355\u7684\u8bbe\u7f6e\u4e2d\u63a2\u8ba8\u8fd9\u4e9b\u8bbe\u8ba1\u9009\u62e9\u5e76\u5c55\u793a\u5b83\u4eec\u7684\u6709\u6548\u6027\uff0c\u4e3a\u65b0\u6846\u67b6\u63d0\u4f9b\u4e00\u4e2a\u5177\u4f53\u5b9e\u4f8b\u3002\u7136\u540e\u4ed6\u4eec\u5c06\u8fd9\u4e9b\u8bbe\u8ba1\u9009\u62e9\u5e94\u7528\u5230\u66f4\u5927\u89c4\u6a21\u7684\u6587\u672c\u6761\u4ef6\u751f\u6210\u8bbe\u7f6e\u4e2d\uff0c\u5e76\u8bc4\u4f30\u4ed6\u4eec\u63d0\u51fa\u7684\u6846\u67b6\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u56fe\u50cf\u7684\u590d\u6742\u6027\u8d28\u548c\u6587\u672c\u6761\u4ef6\u5305\u542b\u7684\u4e30\u5bcc\u4fe1\u606f\uff0c\u9700\u8981\u5bf9\u751f\u6210\u8d28\u91cf\u8fdb\u884c\u66f4\u5168\u9762\u7684\u8bc4\u4f30\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u91c7\u7528\u591a\u4e2a\u9a8c\u8bc1\u5668\u6765\u8fdb\u884c\u641c\u7d22\u4e2d\u7684\u63a8\u7406\u65f6\u8ba1\u7b97 scaling\u3002\u8fd9\u4e5f\u4f7f\u4ed6\u4eec\u80fd\u591f\u63a2\u7a76\u6bcf\u4e2a\u9a8c\u8bc1\u5668\u5177\u6709\u7684\u300c\u504f\u89c1\u300d\uff0c\u4ee5\u53ca\u5b83\u4eec\u4e0e\u751f\u6210\u4efb\u52a1\u7684\u5339\u914d\u7a0b\u5ea6\u3002\u4e3a\u4e86\u7f13\u89e3\u5bf9\u5355\u4e2a\u9a8c\u8bc1\u5668\u7684\u8fc7\u62df\u5408\uff0c\u4ed6\u4eec\u8fd8\u5c1d\u8bd5\u4e86\u9a8c\u8bc1\u5668\u96c6\u6210\uff0c\u5e76\u5c55\u793a\u4e86\u5b83\u5728\u4e0d\u540c\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u826f\u597d\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u65b0\u8bba\u6587\u7684\u8d21\u732e\u603b\u7ed3\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u63d0\u51fa\u4e86\u4e00\u4e2a\u7528\u4e8e\u6269\u6563\u6a21\u578b\u63a8\u7406\u65f6 scaling \u7684\u57fa\u7840\u6846\u67b6\u3002\u8bba\u6587\u8868\u660e\uff0c\u901a\u8fc7\u641c\u7d22\u53bb scaling NFE \u53ef\u4ee5\u5728\u5404\u79cd\u751f\u6210\u4efb\u52a1\u548c\u6a21\u578b\u89c4\u6a21\u4e0a\u5e26\u6765\u5b9e\u8d28\u6027\u6539\u8fdb\uff0c\u8d85\u8d8a\u4e86\u4ec5\u589e\u52a0\u53bb\u566a\u6b65\u9aa4\u7684\u65b9\u6cd5\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u5bf9\u63a8\u7406\u65f6\u8ba1\u7b97\u9884\u7b97\u5982\u4f55\u5f71\u54cd scaling \u6027\u80fd\u8fdb\u884c\u4e86\u5168\u9762\u7684\u5b9e\u8bc1\u5206\u6790\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u63d0\u51fa\u7684\u641c\u7d22\u6846\u67b6\u4e2d\u786e\u5b9a\u4e86\u4e24\u4e2a\u5173\u952e\u8bbe\u8ba1\u8f74\uff1a\u63d0\u4f9b\u53cd\u9988\u7684\u9a8c\u8bc1\u5668\u548c\u5bfb\u627e\u66f4\u597d\u566a\u58f0\u5019\u9009\u9879\u7684\u7b97\u6cd5\u3002\u4f5c\u8005\u7814\u7a76\u4e86\u4e0d\u540c\u9a8c\u8bc1\u5668 &#8211; \u7b97\u6cd5\u7ec4\u5408\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u4ed6\u4eec\u7684\u53d1\u73b0\u8868\u660e\u6ca1\u6709\u4e00\u79cd\u914d\u7f6e\u662f\u666e\u904d\u6700\u4f18\u7684\uff1b\u6bcf\u4e2a\u4efb\u52a1\u53cd\u800c\u9700\u8981\u4e00\u4e2a\u72ec\u7279\u7684\u641c\u7d22\u8bbe\u7f6e\u624d\u80fd\u5b9e\u73b0\u6700\u4f73\u7684 scaling \u6027\u80fd\u3002<\/section>\n<\/li>\n<li>\n<section>\u5bf9\u9a8c\u8bc1\u5668\u4e0e\u4e0d\u540c\u751f\u6210\u4efb\u52a1\u4e4b\u95f4\u7684\u5339\u914d\u5ea6\u8fdb\u884c\u4e86\u5e7f\u6cdb\u5206\u6790\u3002\u8bba\u6587\u7684\u7ed3\u679c\u63ed\u793a\u4e86\u4e0d\u540c\u9a8c\u8bc1\u5668\u4e2d\u5d4c\u5165\u7684\u504f\u89c1\uff0c\u4ee5\u53ca\u5728\u6bcf\u4e2a\u4e0d\u540c\u7684\u89c6\u89c9\u751f\u6210\u4efb\u52a1\u4e2d\u9700\u8981\u4e13\u95e8\u8bbe\u8ba1\u9a8c\u8bc1\u5668\u7684\u5fc5\u8981\u6027\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5982\u4f55\u5728\u63a8\u7406\u65f6\u95f4 scale<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u6846\u67b6\uff0c\u7528\u4e8e\u6269\u6563\u6a21\u578b\u7684\u63a8\u7406\u65f6\u95f4 scaling \u3002\u672c\u6587\u5c06\u8fd9\u4e00\u6311\u6218\u8868\u8ff0\u4e3a\u5bf9\u91c7\u6837\u566a\u58f0\u7684\u641c\u7d22\u95ee\u9898\uff1b\u5177\u4f53\u6765\u8bf4\uff0c\u672c\u6587\u9700\u8981\u77e5\u9053\u54ea\u4e9b\u91c7\u6837\u566a\u58f0\u662f\u597d\u7684\uff0c\u4ee5\u53ca\u5982\u4f55\u641c\u7d22\u8fd9\u4e9b\u566a\u58f0\uff1f<\/section>\n<section><\/section>\n<section>\u5728\u9ad8\u5c42\u6b21\u4e0a\uff0c\u672c\u6587\u8003\u8651\u4e86\u4e24\u4e2a\u8bbe\u8ba1\u8f74\uff1a<\/section>\n<section><\/section>\n<section>\u4e00\u662f\u9a8c\u8bc1\u5668\uff0c\u7528\u4e8e\u8bc4\u4f30\u5019\u9009\u6837\u672c\u7684\u8d28\u91cf\u3002\u8fd9\u4e9b\u9a8c\u8bc1\u5668\u901a\u5e38\u662f\u80fd\u591f\u63d0\u4f9b\u53cd\u9988\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff1b\u9a8c\u8bc1\u5668\u51fd\u6570\u5f62\u5f0f\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8ccc74d8117d14231eed4e260b59030d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8ccc74d8117d14231eed4e260b59030d.png\"><\/a><\/section>\n<section>\u8fd9\u4e9b\u51fd\u6570\u63a5\u6536\u751f\u6210\u7684\u6837\u672c\u4ee5\u53ca\u53ef\u9009\u7684\u5bf9\u5e94\u6761\u4ef6\uff0c\u5e76\u8f93\u51fa\u4e00\u4e2a\u6807\u91cf\u503c\u4f5c\u4e3a\u6bcf\u4e2a\u751f\u6210\u6837\u672c\u7684\u8bc4\u5206\u3002<\/section>\n<section><\/section>\n<section>\u4e8c\u662f\u7b97\u6cd5\uff0c\u7528\u4e8e\u6839\u636e\u9a8c\u8bc1\u5668\u7684\u8bc4\u5206\u627e\u5230\u66f4\u597d\u7684\u5019\u9009\u6837\u672c\u3002\u51fd\u6570\u5f62\u5f0f\u5982\u4e0b\uff1a \u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e152f4d10a2d64163647ec86cc7924eb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e152f4d10a2d64163647ec86cc7924eb.png\"><\/a><\/section>\n<section>\u5b83\u63a5\u6536\u9a8c\u8bc1\u5668 V\u3001\u9884\u8bad\u7ec3\u6269\u6563\u6a21\u578b \u00a0\ud835\udc37_\u03b8 \uff0c\u4ee5\u53ca N \u5bf9\u751f\u6210\u7684\u6837\u672c\u53ca\u5176\u76f8\u5e94\u7684\u6761\u4ef6\uff0c\u5e76\u6839\u636e\u566a\u58f0\u548c\u6837\u672c\u4e4b\u95f4\u7684\u786e\u5b9a\u6027\u6620\u5c04\u8f93\u51fa\u6700\u4f73\u7684\u521d\u59cb\u566a\u58f0\u3002\u5728\u6574\u4e2a\u641c\u7d22\u8fc7\u7a0b\u4e2d\uff0cf \u901a\u5e38\u4f1a\u591a\u6b21\u901a\u8fc7 \ud835\udc37_\u03b8 \u8fdb\u884c\u524d\u5411\u4f20\u9012\u3002\u672c\u6587\u5c06\u8fd9\u4e9b\u989d\u5916\u7684\u524d\u5411\u4f20\u9012\u79f0\u4e3a\u641c\u7d22\u6210\u672c\uff0c\u7528 NFE \u6765\u8861\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u4e3e\u4f8b\u6765\u8bf4\uff0c\u672c\u6587\u4f7f\u7528\u5728 ImageNet \u4e0a\u9884\u8bad\u7ec3\u7684 SiT-XL \u6a21\u578b\uff0c\u5206\u8fa8\u7387\u4e3a 256\u00d7256\uff0c\u5e76\u4f7f\u7528\u4e8c\u9636 Heun \u91c7\u6837\u5668\u8fdb\u884c\u91c7\u6837\uff0c\u5373\u9664\u4e86\u521d\u59cb\u566a\u58f0\u5916\uff0c\u91c7\u6837\u8fc7\u7a0b\u4e2d\u6ca1\u6709\u5176\u4ed6\u968f\u673a\u6027\u6765\u6e90\u3002\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u901a\u8fc7\u53bb\u566a\u6b65\u9aa4\u548c\u641c\u7d22\u6210\u672c\u7684\u603b NFE \u6765\u8861\u91cf\u63a8\u7406\u8ba1\u7b97\u9884\u7b97\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u4ece\u6700\u7b80\u5355\u7684\u641c\u7d22\u7b97\u6cd5\u5f00\u59cb\uff0c\u5373\u968f\u673a\u91c7\u6837\u9ad8\u65af\u566a\u58f0\uff0c\u4f7f\u7528 ODE \u751f\u6210\u6837\u672c\uff0c\u5e76\u9009\u62e9\u4e0e\u6700\u4f73\u9a8c\u8bc1\u5668\u8bc4\u5206\u5bf9\u5e94\u7684\u6837\u672c\uff08\u56fe 2\uff09\u3002\u672c\u6587\u5c06\u8fd9\u79cd\u7b97\u6cd5\u79f0\u4e3a\u968f\u673a\u641c\u7d22\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u5728\u6240\u6709\u566a\u58f0\u5019\u9009\u4e0a\u5e94\u7528\u4e00\u6b21\u7684 Best-of-N \u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u9a8c\u8bc1\u5668\uff0c\u672c\u6587\u4ece\u6700\u4f73\u9a8c\u8bc1\u5668\u5f00\u59cb\uff0c\u5373 Oracle \u9a8c\u8bc1\u5668\uff0c\u4ed6\u4eec\u5047\u8bbe\u5176\u62e5\u6709\u5173\u4e8e\u9009\u5b9a\u6837\u672c\u6700\u7ec8\u8bc4\u4f30\u7684\u5168\u90e8\u7279\u6743\u4fe1\u606f\u3002\u5bf9\u4e8e ImageNet\uff0c\u7531\u4e8e FID \u548c IS \u901a\u5e38\u88ab\u7528\u4f5c\u8bc4\u4f30\u6307\u6807\uff0c\u56e0\u800c\u76f4\u63a5\u5c06\u5b83\u4eec\u4f5c\u4e3a Oracle \u9a8c\u8bc1\u5668\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-44f69d7c0d6156b4a35f2040d596abd2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-44f69d7c0d6156b4a35f2040d596abd2.png\"><\/a><\/section>\n<section><strong>\u641c\u7d22\u9a8c\u8bc1\u5668<\/strong><\/section>\n<section><\/section>\n<section>\u867d\u7136\u901a\u8fc7\u641c\u7d22 scalingNFE \u5728\u4f7f\u7528 Oracle \u9a8c\u8bc1\u5668\u65f6\u8868\u73b0\u51fa\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6027\u80fd\uff08\u5982\u56fe 3 \u6240\u793a\uff09\uff0c\u4f46\u5173\u952e\u95ee\u9898\u5728\u4e8e\u8fd9\u79cd\u6709\u6548\u6027\u662f\u5426\u53ef\u4ee5\u63a8\u5e7f\u5230\u4f7f\u7528\u66f4\u6613\u83b7\u53d6\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u76d1\u7763\u9a8c\u8bc1\u5668\u4e0a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0192efa58197f5d2d8fbbcce87c68246.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-0192efa58197f5d2d8fbbcce87c68246.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u7814\u7a76\u8fd9\u4e00\u70b9\uff0c\u672c\u6587\u9009\u62e9\u4e86\u4e24\u4e2a\u6a21\u578b\uff1aCLIP \u548c DINO \u3002\u5bf9\u4e8e CLIP\uff0c\u672c\u6587\u9075\u5faa Radford \u7b49\u4eba\u7684\u65b9\u6cd5\uff0c\u4f7f\u7528\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\u751f\u6210\u7684\u5d4c\u5165\u6743\u91cd\u4f5c\u4e3a\u96f6\u6837\u672c\u5206\u7c7b\u5668\u3002\u5bf9\u4e8e DINO\uff0c\u672c\u6587\u76f4\u63a5\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u7ebf\u6027\u5206\u7c7b\u5934\u3002\u5728\u641c\u7d22\u8fc7\u7a0b\u4e2d\uff0c\u5c06\u6837\u672c\u8f93\u5165\u5206\u7c7b\u5668\uff0c\u5e76\u9009\u62e9\u4e0e\u751f\u6210\u4e2d\u4f7f\u7528\u7684\u7c7b\u522b\u6807\u7b7e\u5bf9\u5e94\u7684 logits \u6700\u9ad8\u7684\u6837\u672c\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 4 \u6240\u793a\uff0c\u4e0e\u5355\u7eaf\u901a\u8fc7\u589e\u52a0\u53bb\u566a\u6b65\u9aa4 scaling NFE \u76f8\u6bd4\uff08\u56fe 1\uff09\uff0c\u8fd9\u79cd\u7b56\u7565\u4e5f\u6709\u6548\u63d0\u5347\u4e86\u6a21\u578b\u5728 IS \u4e0a\u7684\u6027\u80fd\u3002\u7136\u800c\uff0c\u672c\u6587\u6ce8\u610f\u5230\uff0c\u7531\u4e8e\u8fd9\u4e9b\u5206\u7c7b\u5668\u662f\u9010\u70b9\u64cd\u4f5c\u7684\uff0c\u5b83\u4eec\u4ec5\u90e8\u5206\u4e0e FID \u8bc4\u5206\u7684\u76ee\u6807\u5bf9\u9f50\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u4eec\u751f\u6210\u7684 logits \u4ec5\u5173\u6ce8\u5355\u4e2a\u6837\u672c\u7684\u8d28\u91cf\uff0c\u800c\u6ca1\u6709\u8003\u8651\u603b\u4f53\u591a\u6837\u6027\uff0c\u8fd9\u5bfc\u81f4\u6837\u672c\u65b9\u5dee\u663e\u8457\u51cf\u5c11\uff0c\u5e76\u6700\u7ec8\u8868\u73b0\u4e3a\u968f\u7740\u8ba1\u7b97\u91cf\u589e\u52a0\u800c\u51fa\u73b0\u7684\u6a21\u5f0f\u5d29\u6e83\u3002\u968f\u673a\u641c\u7d22\u7b97\u6cd5\u4e5f\u96be\u8f9e\u5176\u548e\uff0c\u7531\u4e8e\u5176\u65e0\u7ea6\u675f\u7684\u641c\u7d22\u7a7a\u95f4\uff0c\u52a0\u901f\u4e86\u641c\u7d22\u5411\u9a8c\u8bc1\u5668\u504f\u89c1\u7684\u6536\u655b\u3002\u8fd9\u79cd\u73b0\u8c61\u7c7b\u4f3c\u4e8e\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u5956\u52b1\u9ed1\u5ba2\u884c\u4e3a\uff0c\u56e0\u6b64\u5c06\u5176\u79f0\u4e3a\u9a8c\u8bc1\u5668\u9ed1\u5ba2\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-868f159b9f9685d781e01a82175c01b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-868f159b9f9685d781e01a82175c01b5.png\"><\/a><\/section>\n<section>\u5c3d\u7ba1\u6761\u4ef6\u4fe1\u606f\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u751f\u6210\u4efb\u52a1\u4e2d\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u672c\u6587\u53d1\u73b0\u9a8c\u8bc1\u5668\u5e76\u4e0d\u4e00\u5b9a\u9700\u8981\u6761\u4ef6\u4fe1\u606f\u6765\u6709\u6548\u6307\u5bfc\u641c\u7d22\u3002\u5982\u56fe 5 \u6240\u793a\uff0c\u4ed6\u4eec\u53d1\u73b0 DINO\/CLIP \u5206\u7c7b\u5668\u8f93\u51fa\u7684 logits \u4e0e\u6a21\u578b\u5728\u4f4e\u566a\u58f0\u6c34\u5e73\uff08\u03c3=0.4\uff09\u4e0b\u7684 x \u9884\u6d4b\u503c\u4e0e\u6700\u7ec8\u751f\u6210\u7684\u5e72\u51c0\u6837\u672c\uff08\u03c3=0\uff09\u4e4b\u95f4\u7684\u7279\u5f81\u7a7a\u95f4\uff08\u5206\u522b\u7531 DINO\/CLIP \u63d0\u53d6\uff09\u4f59\u5f26\u76f8\u4f3c\u5ea6\u4e4b\u95f4\u5b58\u5728\u5f3a\u76f8\u5173\u6027\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u672c\u6587\u4f7f\u7528\u8fd9\u79cd\u76f8\u4f3c\u5ea6\u8bc4\u5206\u4f5c\u4e3a\u5206\u7c7b logits \u7684\u66ff\u4ee3\uff0c\u5e76\u5c06\u8fd9\u7c7b\u9a8c\u8bc1\u5668\u79f0\u4e3a\u81ea\u76d1\u7763\u9a8c\u8bc1\u5668\uff0c\u56e0\u4e3a\u5b83\u4eec\u4e0d\u9700\u8981\u989d\u5916\u7684\u6761\u4ef6\u4fe1\u606f\u3002\u56fe 5 \u518d\u6b21\u89c2\u5bdf\u5230\u4e86\u6709\u6548\u7684 scaling \u884c\u4e3a\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e00\u7ed3\u679c\u5bf9\u4e8e\u6761\u4ef6\u4fe1\u606f\u4e0d\u53ef\u7528\u6216\u96be\u4ee5\u83b7\u53d6\u7684\u7528\u4f8b\u6765\u8bf4\uff08\u5982\u533b\u5b66\u56fe\u50cf\u751f\u6210\u4efb\u52a1\uff09\u662f\u4ee4\u4eba\u9f13\u821e\u7684\u3002\u7531\u4e8e\u8fd9\u4e9b\u9650\u5236\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\u5e76\u4e0d\u5e38\u89c1\uff0c\u672c\u6587\u5c06\u81ea\u76d1\u7763\u9a8c\u8bc1\u5668\u7684\u8fdb\u4e00\u6b65\u7814\u7a76\u7559\u5f85\u672a\u6765\u5de5\u4f5c\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-eb9a4457433ba0046fcc4473d530d02c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-eb9a4457433ba0046fcc4473d530d02c.png\"><\/a><\/section>\n<section><strong>\u641c\u7d22\u7b97\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u524d\u6587\u7684\u63a2\u7d22\u4e3b\u8981\u96c6\u4e2d\u4e8e\u7b80\u5355\u7684\u968f\u673a\u641c\u7d22\u8bbe\u7f6e\uff0c\u4ed6\u4eec\u53d1\u73b0\u8fd9\u79cd\u65b9\u6cd5\u53ef\u80fd\u5bfc\u81f4\u9a8c\u8bc1\u5668\u9ed1\u5ba2\u884c\u4e3a\u3002\u57fa\u4e8e\u8fd9\u4e00\u8ba4\u77e5\uff0c\u4f5c\u8005\u5f00\u59cb\u7814\u7a76\u66f4\u7ec6\u81f4\u7684\u641c\u7d22\u7b97\u6cd5\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u5229\u7528\u9a8c\u8bc1\u5668\u7684\u53cd\u9988\u9010\u6b65\u4f18\u5316\u5019\u9009\u6837\u672c\uff0c\u6bcf\u6b21\u53ea\u8fdb\u884c\u5c0f\u5e45\u8c03\u6574\uff0c\u4ece\u800c\u51cf\u8f7b\u8fc7\u62df\u5408\u98ce\u9669\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u672c\u6587\u8003\u8651\u4e86\u4e00\u79cd\u96f6\u9636\u641c\u7d22\u65b9\u6cd5\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u4ece\u4e00\u4e2a\u968f\u673a\u9ad8\u65af\u566a\u58f0 n \u4f5c\u4e3a\u652f\u70b9\u5f00\u59cb\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u652f\u70b9\u7684\u90bb\u57df\u4e2d\u627e\u5230 N \u00a0\u4e2a\u5019\u9009\u9879\u3002<\/section>\n<\/li>\n<li>\n<section>\u901a\u8fc7 ODE \u6c42\u89e3\u5668\u8fd0\u884c\u5019\u9009\u9879\u4ee5\u83b7\u5f97\u6837\u672c\u53ca\u5176\u5bf9\u5e94\u7684\u9a8c\u8bc1\u5668\u5f97\u5206\u3002<\/section>\n<\/li>\n<li>\n<section>\u627e\u5230\u6700\u4f73\u5019\u9009\u9879\uff0c\u5c06\u5176\u66f4\u65b0\u4e3a\u652f\u70b9\uff0c\u5e76\u91cd\u590d\u6b65\u9aa4 1-3\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u4e0e\u96f6\u9636\u4f18\u5316\u7c7b\u4f3c\uff0c\u96f6\u9636\u641c\u7d22\u4e0d\u6d89\u53ca\u6602\u8d35\u7684\u68af\u5ea6\u8ba1\u7b97\uff1b\u76f8\u53cd\uff0c\u5b83\u901a\u8fc7\u5728\u90bb\u57df\u5185\u8fdb\u884c\u591a\u6b21\u524d\u5411\u51fd\u6570\u8bc4\u4f30\u6765\u8fd1\u4f3c\u68af\u5ea6\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u8fd8\u6ce8\u610f\u5230\uff0c\u7531\u4e8e\u8bb8\u591a\u9a8c\u8bc1\u5668\u662f\u53ef\u5fae\u7684\uff0c\u7406\u8bba\u4e0a\u53ef\u4ee5\u4f7f\u7528\u771f\u5b9e\u68af\u5ea6\u8fdb\u884c\u4e00\u9636\u641c\u7d22\uff0c\u5e76\u4e14\u5728\u5b9e\u9645\u4e2d\u5df2\u6709\u5e94\u7528\u3002\u7136\u800c\uff0c\u8fd9\u9700\u8981\u5728\u6574\u4e2a\u91c7\u6837\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u53cd\u5411\u4f20\u64ad\uff0c\u901a\u5e38\u5728\u65f6\u95f4\u548c\u7a7a\u95f4\u590d\u6742\u5ea6\u4e0a\u90fd\u6781\u4e3a\u6602\u8d35\uff0c\u5c24\u5176\u662f\u5728\u6269\u5c55\u5927\u6a21\u578b\u65f6\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u672c\u6587\u53d1\u73b0\u4e00\u9636\u641c\u7d22\u5728 ImageNet \u4e0a\u5e76\u6ca1\u6709\u8868\u73b0\u51fa\u6bd4\u96f6\u9636\u641c\u7d22\u66f4\u660e\u663e\u7684\u4f18\u52bf\uff0c\u5c3d\u7ba1\u5b83\u7684\u6210\u672c\u66f4\u9ad8\u3002<\/section>\n<section><\/section>\n<section>\u6269\u6563\u91c7\u6837\u8fc7\u7a0b\u7684\u8fed\u4ee3\u7279\u6027\u4e3a\u8bbe\u8ba1\u5c40\u90e8\u641c\u7d22\u7b97\u6cd5\u63d0\u4f9b\u4e86\u5176\u4ed6\u53ef\u80fd\u6027\uff0c\u6cbf\u7740\u6ce8\u5165\u566a\u58f0\u7684\u91c7\u6837\u8f68\u8ff9\u8fdb\u884c\u641c\u7d22\u662f\u53ef\u884c\u7684\u3002\u672c\u6587\u63d0\u51fa\u4e86\u8def\u5f84\u641c\u7d22\u6765\u63a2\u7d22\u5176\u4e2d\u4e00\u79cd\u53ef\u80fd\u6027\u3002\u5177\u4f53\u6765\u8bf4\uff0c<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u91c7\u6837 N \u4e2a\u521d\u59cb\u72ec\u7acb\u540c\u5206\u5e03\u566a\u58f0\uff0c\u5e76\u8fd0\u884c ODE \u6c42\u89e3\u5668\u76f4\u5230\u67d0\u4e2a\u566a\u58f0\u6c34\u5e73 \u03c3\u3002\u566a\u58f0\u6837\u672c x_\u03c3 \u4f5c\u4e3a\u641c\u7d22\u8d77\u70b9\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e3a\u6bcf\u4e2a\u566a\u58f0\u6837\u672c\u91c7\u6837 M \u4e2a\u72ec\u7acb\u540c\u5206\u5e03\u566a\u58f0\uff0c\u5e76\u6a21\u62df\u4ece \u03c3 \u5230 \u03c3+\u0394f \u7684\u524d\u5411\u52a0\u566a\u8fc7\u7a0b\uff0c\u751f\u6210\u5927\u5c0f\u4e3a M \u7684 {x_(\u03c3+\u0394f)}\u3002<\/section>\n<\/li>\n<li>\n<section>\u5728\u6bcf\u4e2a x_(\u03c3+\u0394f) \u4e0a\u8fd0\u884c ODE \u6c42\u89e3\u5668\u5230\u566a\u58f0\u6c34\u5e73 \u03c3 + \u0394f &#8211; \u0394b\uff0c\u5e76\u83b7\u5f97 x_(\u03c3+\u0394f-\u0394b)\u3002\u5728\u8fd9\u4e9b\u6837\u672c\u4e0a\u8fd0\u884c\u9a8c\u8bc1\u5668\u5e76\u4fdd\u7559\u524d N \u4e2a\u5019\u9009\u6837\u672c\u3002\u91cd\u590d\u6b65\u9aa4 2-3\uff0c\u76f4\u5230 ODE \u6c42\u89e3\u5668\u8fbe\u5230 \u03c3=0\u3002<\/section>\n<\/li>\n<li>\n<section>\u5bf9\u5269\u4f59\u7684 N \u00a0\u4e2a\u6837\u672c\u901a\u8fc7\u968f\u673a\u641c\u7d22\u5e76\u4fdd\u7559\u6700\u4f73\u7684\u4e00\u4e2a\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u4e3a\u4e86\u786e\u4fdd\u8fed\u4ee3\u4f1a\u7ec8\u6b62\uff0c\u8be5\u56e2\u961f\u4e25\u683c\u8981\u6c42 \u0394b &gt; \u0394f\u3002\u53e6\u5916\uff0c\u7531\u4e8e\u9a8c\u8bc1\u5668\u901a\u5e38\u4e0d\u9002\u5e94\u6709\u566a\u58f0\u8f93\u5165\uff0c\u56e0\u6b64\u4ed6\u4eec\u5728\u6b65\u9aa4 3 \u4e2d\u6267\u884c\u4e00\u4e2a\u989d\u5916\u7684\u53bb\u566a\u6b65\u9aa4\uff0c\u5e76\u4f7f\u7528\u5e72\u51c0\u7684 x \u9884\u6d4b\u4e0e\u9a8c\u8bc1\u5668\u4ea4\u4e92\u3002\u8fd9\u91cc\uff0c\u4e3b\u8981\u7684 scaling \u8f74\u662f\u6b65\u9aa4 2 \u4e2d\u6dfb\u52a0\u7684\u566a\u58f0\u6570\u91cf M\uff0c\u5728\u5b9e\u8df5\u4e2d\uff0c\u4ed6\u4eec\u7814\u7a76\u4e86\u4e0d\u540c\u521d\u59cb\u566a\u58f0\u6570\u91cf N \u7684 scaling \u884c\u4e3a\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\u8be5\u7b97\u6cd5\u88ab\u547d\u540d\u4e3a Paths-N\u3002\u8fd9\u4e24\u79cd\u7b97\u6cd5\u89c1\u56fe 2\uff0c\u4ece\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u4e0e\u968f\u673a\u641c\u7d22\u76f8\u6bd4\uff0c\u96f6\u9636\u641c\u7d22\u548c\u8def\u5f84\u641c\u7d22\u90fd\u4fdd\u6301\u4e86\u5f88\u5f3a\u7684\u5c40\u90e8\u6027\uff1a\u524d\u8005\u5728\u521d\u59cb\u566a\u58f0\u7684\u90bb\u57df\u4e2d\u8fd0\u4f5c\uff0c\u540e\u8005\u5219\u662f\u5728\u91c7\u6837\u8fc7\u7a0b\u7684\u4e2d\u95f4\u6b65\u9aa4\u4e2d\u641c\u7d22\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u7b97\u6cd5\u7684\u6027\u80fd\u89c1\u56fe 6\u3002\u7531\u4e8e\u8fd9\u4e24\u79cd\u7b97\u6cd5\u7684\u5c40\u90e8\u6027\u8d28\uff0c\u5b83\u4eec\u90fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7f13\u89e3\u4e86 FID \u7684\u591a\u6837\u6027\u95ee\u9898\uff0c\u540c\u65f6\u4fdd\u6301\u4e86 Inception Score \u7684 scaling\u3002\u5bf9\u4e8e\u96f6\u9636\u641c\u7d22\uff0c\u53ef\u4ee5\u6ce8\u610f\u5230\u589e\u5927 N \u7684\u6548\u679c\u5f88\u5c0f\uff0cN = 4 \u4f3c\u4e4e\u5df2\u7ecf\u662f\u5bf9\u5c40\u90e8\u6700\u4f18\u7684\u826f\u597d\u4f30\u8ba1\u3002\u81f3\u4e8e\u8def\u5f84\u641c\u7d22\uff0c\u53ef\u4ee5\u770b\u5230\u4e0d\u540c\u7684 N \u503c\u4f1a\u5bfc\u81f4\u4e0d\u540c\u7684 scaling \u884c\u4e3a\uff0c\u5c0f N \u503c\u5728\u5c0f\u751f\u6210\u9884\u7b97\u4e0b\u8ba1\u7b97\u6548\u7387\u9ad8\uff0c\u800c\u5927 N \u503c\u5728\u589e\u52a0\u66f4\u591a\u8ba1\u7b97\u65f6\u66f4\u5177\u4f18\u52bf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-86775ce317cfe78ef9ee07651c76fb05.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-86775ce317cfe78ef9ee07651c76fb05.png\"><\/a><\/section>\n<section><strong>\u5728\u6587\u751f\u56fe\u573a\u666f\u4e2d\u7684\u63a8\u7406\u65f6 scaling<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u66f4\u5927\u89c4\u6a21\u6587\u751f\u56fe\u4efb\u52a1\u4e2d\uff0c\u8be5\u56e2\u961f\u7814\u7a76\u4e86\u641c\u7d22\u6846\u67b6\u7684\u63a8\u7406\u65f6 scaling \u80fd\u529b\uff0c\u5e76\u7814\u7a76\u4e86\u9a8c\u8bc1\u5668\u4e0e\u7279\u5b9a\u56fe\u50cf\u751f\u6210\u4efb\u52a1\u4e4b\u95f4\u7684\u5bf9\u9f50\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u6570\u636e\u96c6\u65b9\u9762\uff0c\u8be5\u56e2\u961f\u91c7\u7528\u4e86 DrawBench \u548c T2I-CompBench \u4ee5\u5b9e\u73b0\u66f4\u5168\u9762\u7684\u8bc4\u4f30\u3002\u9aa8\u5e72\u6a21\u578b\u5219\u662f FLUX.1-dev\u3002\u9a8c\u8bc1\u5668\u65b9\u9762\uff0c\u8003\u8651\u5230\u6587\u751f\u56fe\u4efb\u52a1\u672c\u8d28\u4e0a\u7684\u590d\u6742\u6027\u8d28\uff0c\u8be5\u56e2\u961f\u8fd8\u6269\u5c55\u4e86\u76d1\u7763\u5f0f\u9a8c\u8bc1\u5668\u7684\u9009\u62e9\uff1aAesthetic Score Predictor\u3001CLIPScore\u3001ImageReward\u3002\u5176\u4e2d Aesthetic Score Predictor \u53ef\u4ee5\u9884\u6d4b\u4eba\u7c7b\u5bf9\u5408\u6210\u56fe\u50cf\u7684\u89c6\u89c9\u8d28\u91cf\u7684\u8bc4\u5206\uff0cCLIPScore \u5219\u662f\u901a\u8fc7 4 \u4ebf\u5bf9\u4eba\u5de5\u6807\u6ce8\u7684\u56fe\u50cf &#8211; \u6587\u672c\u6570\u636e\u6765\u5bf9\u9f50\u89c6\u89c9\u548c\u6587\u672c\u7279\u5f81\uff0cImageReward \u5219\u66f4\u80fd\u4f53\u73b0\u66f4\u4e00\u822c\u5316\u7684\u504f\u597d\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u8be5\u56e2\u961f\u8fd8\u521b\u65b0\u5730\u5c06\u8fd9\u4e09\u4e2a\u9a8c\u8bc1\u5668\u7ec4\u5408\u5230\u4e00\u8d77\uff0c\u5f97\u5230\u4e86\u7b2c\u56db\u4e2a\u9a8c\u8bc1\u5668\uff0c\u79f0\u4e3a Verifier Ensemble\u3002\u53ef\u7528\u4e8e\u8fdb\u4e00\u6b65\u6269\u5c55\u9a8c\u8bc1\u5668\u5728\u4e0d\u540c\u8bc4\u4f30\u65b9\u9762\u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u591a\u5b9e\u9a8c\u8bbe\u7f6e\u8be6\u60c5\u8bf7\u53c2\u770b\u539f\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section><strong>\u5206\u6790\u7ed3\u679c\uff1a\u9a8c\u8bc1\u5668 &#8211; \u4efb\u52a1\u5bf9\u9f50<\/strong><\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u6bd4\u8f83\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u9a8c\u8bc1\u5668\u548c\u7b97\u6cd5\u7ec4\u5408\u7684\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>DrawBench\u3002\u8fd9\u662f\u4e00\u4e2a\u9ad8\u5ea6\u901a\u7528\u7684\u6570\u636e\u96c6\uff0c\u5305\u542b\u6765\u81ea\u4e0d\u540c\u7c7b\u522b\u7684\u6587\u672c\u63d0\u793a\u8bcd\u3002\u56fe 8 \u5c55\u793a\u4e86\u5728\u8be5\u6570\u636e\u96c6\u4e0a\u7684\u4e00\u4e9b\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-26850e6fbc6f0b008fa900866c548dac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-26850e6fbc6f0b008fa900866c548dac.png\"><\/a><\/section>\n<section>\u5982\u56fe 8 \u6240\u793a\uff0c\u6839\u636e LLM Grader \u6307\u6807\uff0c\u53ef\u77e5\u4f7f\u7528\u6240\u6709\u9a8c\u8bc1\u5668\u8fdb\u884c\u641c\u7d22\u901a\u5e38\u90fd\u4f1a\u63d0\u9ad8\u6837\u672c\u8d28\u91cf\uff0c\u800c\u5177\u4f53\u7684\u6539\u8fdb\u884c\u4e3a\u5728\u4e0d\u540c\u8bbe\u7f6e\u4e0b\u6709\u6240\u4e0d\u540c\u3002\u8fd9\u8868\u660e\uff0c<strong>\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u9009\u62e9\u4e13\u95e8\u7684\u641c\u7d22\u8bbe\u7f6e<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u56fe 8 \u7684\u5de6\u4e24\u5217\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u4f7f\u7528 Aesthetic \u548c CLIP \u9a8c\u8bc1\u5668\u8fdb\u884c\u641c\u7d22\u4f1a\u8fc7\u5ea6\u62df\u5408\u5b83\u4eec\u56fa\u6709\u7684\u504f\u89c1\uff0c\u5bf9\u5f7c\u6b64\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u3002\u8be5\u56e2\u961f\u63a8\u6d4b\u8fd9\u4e24\u4e2a\u9a8c\u8bc1\u5668\u5728\u8bc4\u4f30\u4e0a\u5b58\u5728\u91cd\u5927\u4e0d\u5339\u914d\uff1aAesthetic Score \u4ec5\u5173\u6ce8\u89c6\u89c9\u8d28\u91cf\uff0c\u7ecf\u5e38\u504f\u5411\u4e8e\u4e0e\u6587\u672c\u63d0\u793a\u8bcd\u504f\u79bb\u7684\u9ad8\u5ea6\u98ce\u683c\u5316\u56fe\u50cf\uff0c\u800c CLIP \u4f18\u5148\u8003\u8651\u89c6\u89c9 &#8211; \u6587\u672c\u5bf9\u9f50\uff0c\u727a\u7272\u4e86\u89c6\u89c9\u8d28\u91cf\u3002\u56e0\u6b64\uff0c<strong>\u5982\u679c\u5728\u641c\u7d22\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u4e00\u4e2a\u9a8c\u8bc1\u5668\uff08\u4f8b\u5982 Aesthetic Score\uff09\uff0c\u5176\u504f\u89c1\u4fbf\u4f1a\u964d\u4f4e\u7531\u53e6\u4e00\u4e2a\u9a8c\u8bc1\u5668\uff08\u4f8b\u5982 CLIP\uff09\u8bc4\u4f30\u7684\u6307\u6807<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u53e6\u5916\uff0c\u4e0e ImageNet \u8bbe\u7f6e\u7c7b\u4f3c\uff0c\u8be5\u56e2\u961f\u5728\u8fd9\u91cc\u4e5f\u89c2\u5bdf\u5230\u4e86\u968f\u7740\u641c\u7d22\u9884\u7b97\u589e\u957f\u800c\u8868\u73b0\u51fa\u7684 scaling \u884c\u4e3a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-79899118c7420d4624f429ee4f818c5d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-79899118c7420d4624f429ee4f818c5d.png\"><\/a><\/section>\n<section>\u901a\u8fc7\u89c2\u5bdf\u9a8c\u8bc1\u5668\u5728 DrawBench \u548c T2I-CompBench \u4e0a\u7684\u884c\u4e3a\uff0c\u53ef\u4ee5\u53d1\u73b0\uff1a<strong>\u9a8c\u8bc1\u5668\u7684\u6709\u6548\u6027\u53d6\u51b3\u4e8e\u5176\u6807\u51c6\u4e0e\u4efb\u52a1\u7279\u5b9a\u9700\u6c42\u7684\u5339\u914d\u7a0b\u5ea6\uff0c\u67d0\u4e9b\u9a8c\u8bc1\u5668\u6bd4\u5176\u4ed6\u9a8c\u8bc1\u5668\u66f4\u9002\u5408\u7279\u5b9a\u4efb\u52a1<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u7b97\u6cd5\u3002\u8868 2 \u5c55\u793a\u4e86\u4e09\u79cd\u641c\u7d22\u7b97\u6cd5\u5728 DrawBench \u4e0a\u7684\u8868\u73b0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b663209134a150282d2c9687936fa97a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-b663209134a150282d2c9687936fa97a.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u8fd9\u4e09\u79cd\u65b9\u6cd5\u5168\u90fd\u80fd\u6709\u6548\u63d0\u9ad8\u91c7\u6837\u8d28\u91cf\uff0c\u5176\u4e2d\u968f\u673a\u641c\u7d22\u5728\u67d0\u4e9b\u65b9\u9762\u4f18\u4e8e\u5176\u4ed6\u4e24\u79cd\u65b9\u6cd5\u3002\u540c\u6837\uff0c\u8be5\u56e2\u961f\u8ba4\u4e3a\u8fd9\u79cd\u884c\u4e3a\u7684\u539f\u56e0\u662f\u96f6\u9636\u641c\u7d22\u548c\u8def\u5f84\u641c\u7d22\u7684\u5c40\u90e8\u6027\u8d28\uff08\u56fe 2\uff09\u3002\u7531\u4e8e\u8fd9\u91cc\u5c55\u793a\u7684\u6240\u6709\u9a8c\u8bc1\u5668\u548c\u6307\u6807\u90fd\u662f\u57fa\u4e8e\u6bcf\u4e2a\u6837\u672c\u8fdb\u884c\u8bc4\u4f30\u7684\uff0c\u968f\u673a\u641c\u7d22\u5c06\u5927\u5927\u52a0\u901f\u5411\u9a8c\u8bc1\u5668\u504f\u89c1\u7684\u6536\u655b\uff0c\u800c\u5176\u4ed6\u4e24\u79cd\u7b97\u6cd5\u9700\u8981\u5bf9\u6b21\u4f18\u5019\u9009\u9879\u8fdb\u884c\u6539\u8fdb\u3002<\/section>\n<section><\/section>\n<section><strong>\u641c\u7d22\u4e0e\u5fae\u8c03\u662f\u517c\u5bb9\u7684<\/strong><\/section>\n<section><\/section>\n<section>\u641c\u7d22\u548c\u5fae\u8c03\u7684\u76ee\u6807\u90fd\u662f\u5c06\u6700\u7ec8\u6837\u672c\u4e0e\u663e\u5f0f\u5956\u52b1\u6a21\u578b\u6216\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\u3002\u524d\u8005\u5c06\u6837\u672c\u6a21\u5f0f\u5411\u7279\u5b9a\u9a8c\u8bc1\u5668\u7684\u504f\u89c1\u79fb\u52a8\uff0c\u540e\u8005\u662f\u76f4\u63a5\u4fee\u6539\u6a21\u578b\u7684\u5206\u5e03\u4ee5\u4e0e\u5956\u52b1\u5bf9\u9f50\u3002\u4e8e\u662f\u95ee\u9898\u6765\u4e86\uff1a\u5728\u6a21\u578b\u5206\u5e03\u88ab\u4fee\u6539\u540e\uff0c\u662f\u5426\u4ecd\u7136\u53ef\u4ee5\u6839\u636e\u9a8c\u8bc1\u5668\u79fb\u52a8\u6837\u672c\u6a21\u5f0f\uff1f<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u91cc\u7814\u7a76\u8fc7\u7684\u6240\u6709\u5fae\u8c03\u65b9\u6cd5\u4e2d\uff0c\u4f5c\u4e3a RLHF \u65b9\u6cd5\u7684\u4e00\u4e2a\u66f4\u9ad8\u6548\u548c\u66f4\u7b80\u5355\u7684\u66ff\u4ee3\u65b9\u6848\uff0cDiffusionDPO \u5df2\u88ab\u5e7f\u6cdb\u7528\u4e8e\u5bf9\u9f50\u5927\u89c4\u6a21\u6587\u751f\u56fe\u6a21\u578b\u3002\u4e3a\u4e86\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u8be5\u56e2\u961f\u91c7\u7528\u8bba\u6587\u300aDiffusion model alignment using direct preference optimization\u300b\u4e2d\u7684 DPO \u5fae\u8c03\u7684 Stable Diffusion XL \u6a21\u578b\uff0c\u5e76\u5728 DrawBench \u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u641c\u7d22\u3002\u7531\u4e8e\u8be5\u6a21\u578b\u662f\u5728 Pick-a-Pic \u6570\u636e\u96c6\u4e0a\u5fae\u8c03\u7684\uff0c\u4e8e\u662f\u4ed6\u4eec\u4e5f\u7528 PickScore \u8bc4\u4f30\u5668\u66ff\u6362 ImageReward\u3002\u7ed3\u679c\u89c1\u8868 3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1225ed12a838068d95d8e64ac133042b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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