{"id":38184,"date":"2025-02-11T16:00:57","date_gmt":"2025-02-11T08:00:57","guid":{"rendered":"https:\/\/17aitech.com\/?p=38184"},"modified":"2025-02-11T16:00:57","modified_gmt":"2025-02-11T08:00:57","slug":"%e6%97%a0%e9%9c%80%e5%bc%95%e5%af%bc%e9%87%87%e6%a0%b7%ef%bc%8c%e6%b8%85%e5%8d%8e%e5%a4%a7%e5%ad%a6%e6%8f%90%e5%87%ba%e8%a7%86%e8%a7%89%e6%a8%a1%e5%9e%8b%e8%ae%ad%e7%bb%83%e6%96%b0%e8%8c%83%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38184","title":{"rendered":"\u65e0\u9700\u5f15\u5bfc\u91c7\u6837\uff0c\u6e05\u534e\u5927\u5b66\u63d0\u51fa\u89c6\u89c9\u6a21\u578b\u8bad\u7ec3\u65b0\u8303\u5f0f"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-09-2\" target=\"_blank\">\u65e0\u9700\u5f15\u5bfc\u91c7\u6837\uff0c\u6e05\u534e\u5927\u5b66\u63d0\u51fa\u89c6\u89c9\u6a21\u578b\u8bad\u7ec3\u65b0\u8303\u5f0f<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f200e730501987a24f18b8678bce627.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f200e730501987a24f18b8678bce627.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5f15\u5bfc\u91c7\u6837 Classifier-Free Guidance\uff08CFG\uff09\u4e00\u76f4\u4ee5\u6765\u90fd\u662f\u89c6\u89c9\u751f\u6210\u6a21\u578b\u4e2d\u7684\u5173\u952e\u6280\u672f\u3002\u7136\u800c\u6700\u8fd1\uff0c\u6e05\u534e\u5927\u5b66 TSAIL \u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u6781\u5176\u7b80\u5355\u7684\u65b9\u6cd5\uff0c\u5b9e\u73b0\u4e86\u539f\u751f\u65e0\u9700\u5f15\u5bfc\u91c7\u6837\u89c6\u89c9\u6a21\u578b\u7684\u76f4\u63a5\u8bad\u7ec3\u3002\u4ed6\u4eec\u5728 Stable Diffusion\uff0cDiT\uff0cVAR\uff0cLlamaGen\uff0cMAR \u4e94\u4e2a\u622a\u7136\u4e0d\u540c\u7684\u89c6\u89c9\u67b6\u6784\u4e0a\u8fdb\u884c\u4e86\u9a8c\u8bc1\uff0c\u4e00\u81f4\u53d1\u73b0\u65b0\u65b9\u6cd5\u6027\u80fd\u4e0e CFG \u76f8\u5f53\uff0c\u800c\u91c7\u6837\u6210\u672c\u51cf\u534a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dcd572ef22f847cbc0eba786157ebd77.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-dcd572ef22f847cbc0eba786157ebd77.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u7b97\u6cd5\u540d\u79f0\uff1aGuidance-Free Training (GFT)<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2501.15420<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4cbbd12145710b9735b1d703c11c8151.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4cbbd12145710b9735b1d703c11c8151.png\"><\/a><\/section>\n<section>\u6587\u751f\u56fe\u4efb\u52a1\u4e2d\uff0c\u514d\u5f15\u5bfc\u91c7\u6837\u7b97\u6cd5 GFT \u4e0e\u5f15\u5bfc\u91c7\u6837\u7b97\u6cd5 CFG \u5747\u80fd\u5927\u5e45\u63d0\u5347\u751f\u6210\u8d28\u91cf\uff0c\u800c\u524d\u8005\u66f4\u4e3a\u9ad8\u6548\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1f47b473d69bc53c8793cb9ca13e3803.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1f47b473d69bc53c8793cb9ca13e3803.png\"><\/a><\/section>\n<section>GFT \u53ef\u901a\u8fc7\u8c03\u8282\u91c7\u6837\u65f6\u7684\u300c\u6e29\u5ea6\u7cfb\u6570\u300d\u6765\u8c03\u8282 diversity-fidelity trade-off<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2782fdfe41217b194ad60428d39b3616.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2782fdfe41217b194ad60428d39b3616.png\"><\/a><\/section>\n<section>\u4e0e\u6b64\u540c\u65f6\uff0cGFT \u7b97\u6cd5\u4fdd\u6301\u4e86\u4e0e CFG \u8bad\u7ec3\u6d41\u7a0b\u7684\u9ad8\u5ea6\u4e00\u81f4\uff0c\u53ea\u9700\u66f4\u6539\u4e0d\u5230 10 \u884c\u4ee3\u7801\u5c31\u53ef\u8f7b\u677e\u5b9e\u73b0\u3002<\/section>\n<section><\/section>\n<section><strong>\u89c6\u89c9\u5f15\u5bfc\u91c7\u6837\u7684\u95ee\u9898\u4e0e\u6311\u6218<\/strong><\/section>\n<section><\/section>\n<section>\u751f\u6210\u8d28\u91cf\u548c\u591a\u6837\u6027\u662f\u76f8\u4e92\u7275\u5236\u7684\u5173\u7cfb\u3002\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u4e3b\u8981\u901a\u8fc7\u5c06\u6a21\u578b\u8f93\u51fa\u76f4\u63a5\u9664\u4ee5\u4e00\u4e2a\u91c7\u6837\u6e29\u5ea6\u7cfb\u6570 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b2d874d2dc0af30bdd40cdbbb9ddafc0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b2d874d2dc0af30bdd40cdbbb9ddafc0.png\"><\/a>\u6765\u6743\u8861\u4e8c\u8005\uff0c\u53ef\u660e\u663e\u63d0\u9ad8\u751f\u6210\u8d28\u91cf\u3002\u7136\u800c\uff0c\u65e9\u671f\u7814\u7a76\u5374\u53d1\u73b0\u8fd9\u7c7b\u6e29\u5ea6\u91c7\u6837\u65b9\u6cd5\u5bf9\u89c6\u89c9\u751f\u6210\u5b8c\u5168\u4e0d\u8d77\u4f5c\u7528\u3002\u5982\u4eca\uff0c\u89c6\u89c9\u751f\u6210\u4f9d\u8d56\u5f15\u5165\u4e00\u4e2a\u65b0\u7684\u65e0\u6761\u4ef6\u6a21\u578b\uff0c\u7528\u5f15\u5bfc\u91c7\u6837\uff08CFG\uff09\u8fbe\u5230\u7c7b\u4f3c\u6e29\u5ea6\u91c7\u6837\u7684\u6548\u679c\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d58af5df599095f8c031b7c0884a18ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d58af5df599095f8c031b7c0884a18ef.png\"><\/a><\/section>\n<section>\u7136\u800c\uff0cCFG \u4e2d\u5f15\u5165\u7684\u65e0\u6761\u4ef6\u6a21\u578b\u5374\u7ed9\u89c6\u89c9\u6a21\u578b\u8bad\u7ec3\u5e26\u6765\u4e86\u79cd\u79cd\u63a3\u8098\uff0c\u56e0\u4e3a\u5728\u6bcf\u4e00\u4e2a\u91c7\u6837\u6b65\u6211\u4eec\u90fd\u9700\u8981\u8fdb\u884c\u6709\u6761\u4ef6\u548c\u65e0\u6761\u4ef6\u4e24\u6b21\u6a21\u578b\u63a8\u7406\uff0c\u5bfc\u81f4\u8ba1\u7b97\u5f00\u9500\u500d\u589e\u3002\u6b64\u5916\uff0c\u5728\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u5fae\u8c03\u6216\u8fdb\u4e00\u6b65\u84b8\u998f\u65f6\uff0c\u6211\u4eec\u4e5f\u9700\u8981\u5206\u522b\u8003\u8651\u6709\u6761\u4ef6\u548c\u65e0\u6761\u4ef6\u4e24\u4e2a\u89c6\u89c9\u6a21\u578b\u7684\u8bad\u7ec3\uff0c\u8fd9\u53c8\u589e\u52a0\u4e86\u6a21\u578b\u8bad\u7ec3\u7684\u5f00\u9500\u53ca\u7b97\u6cd5\u590d\u6742\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u907f\u514d CFG \u5f15\u5bfc\u91c7\u6837\u5bfc\u81f4\u7684\u989d\u5916\u8ba1\u7b97\u5f00\u9500\uff0c\u5df2\u6709\u7684\u65b9\u6cd5\u5927\u591a\u91c7\u7528\u57fa\u4e8e\u4e00\u4e2a\u9884\u8bad\u7ec3\u597d\u7684 CFG \u6559\u5e08\u6a21\u578b\u7ee7\u7eed\u84b8\u998f\u7684\u624b\u6bb5\u3002\u4f46\u8fd9\u5f15\u5165\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u8bad\u7ec3\u9636\u6bb5\uff0c\u53ef\u80fd\u4f1a\u5e26\u6765\u6027\u80fd\u635f\u5931\u3002<\/section>\n<section><\/section>\n<section>GFT \u7b97\u6cd5\u6b63\u662f\u5c1d\u8bd5\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002\u7b80\u5355\u8bf4\uff0c\u5b83\u5b9e\u73b0\u4e86\u539f\u751f\u514d CFG \u89c6\u89c9\u6a21\u578b\u4ece\u96f6\u8bad\u7ec3\uff0c\u4e14\u6709\u7740\u548c CFG \u76f8\u5f53\u7684\u6536\u655b\u901f\u5ea6\uff0c\u7b97\u6cd5\u7a33\u5b9a\u6027\u4e0e\u91c7\u6837\u8868\u73b0\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u8db3\u591f\u7b80\u6d01\u3001\u901a\u7528\u3002\u4e00\u79cd\u7b97\u6cd5\u53ef\u540c\u65f6\u7528\u4e8e\u6269\u6563\u3001\u81ea\u56de\u5f52\u3001\u63a9\u7801\u4e09\u79cd\u89c6\u89c9\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section><strong>Guidance Free Training \u7b97\u6cd5\u8bbe\u8ba1<\/strong><\/section>\n<section><\/section>\n<section>GFT \u5b8c\u5168\u91c7\u7528\u4e86\u76d1\u7763\u8bad\u7ec3\u4e2d\u7684\u6269\u6563\u635f\u5931\u51fd\u6570\u3002\u5728\u8bad\u7ec3\u4e2d\uff0c\u5176\u548c CFG \u6700\u5927\u7684\u4e0d\u540c\u662f\uff1aGFT \u5e76\u4e0d\u663e\u5f0f\u53c2\u6570\u5316\u4e00\u4e2a\u300c\u6709\u6761\u4ef6\u89c6\u89c9\u6a21\u578b\u300d\uff0c\u800c\u662f\u5c06\u5176\u8868\u793a\u4e3a\u4e00\u4e2a\u91c7\u6837\u6a21\u578b\u548c\u4e00\u4e2a\u65e0\u6761\u4ef6\u6a21\u578b\u7684\u7ebf\u6027\u7ec4\u5408\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-58474ff9e3354dca00e10cf0b8ee0b09.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-58474ff9e3354dca00e10cf0b8ee0b09.png\"><\/a><\/section>\n<section>\u8fd9\u6837\u5728\u5728\u6211\u4eec\u8bad\u7ec3\u8fd9\u4e2a\u300c\u9690\u5f0f\u300d\u6709\u6761\u4ef6\u6a21\u578b\u65f6\uff0c\u6211\u4eec\u672c\u8d28\u4e0a\u5728\u76f4\u63a5\u8bad\u7ec3\u5176\u80cc\u540e\u53c2\u6570\u5316\u597d\u7684\u91c7\u6837\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-87203f9ed45e506c3cbce57531d637a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-87203f9ed45e506c3cbce57531d637a5.png\"><\/a><\/section>\n<section>\u8bba\u6587\u8bc1\u660e\uff0c\u968f\u7740\u7ebf\u6027\u7ec4\u5408\u7cfb\u6570 \u03b2\uff08\u53c8\u79f0\u300c\u4f2a\u6e29\u5ea6\u7cfb\u6570\u300d\uff09\u7684\u53d8\u5316\uff0c\u5176\u5bf9\u5e94\u7684\u91c7\u6837\u6a21\u578b\u5c06\u548c CFG \u7b97\u6cd5\u5b9a\u4e49\u7684\u91c7\u6837\u5206\u5e03\u4e00\u4e00\u5bf9\u5e94\u3002<\/section>\n<section><\/section>\n<section><strong>GFT \u7684\u7b97\u6cd5\u7075\u9b42\uff1a\u7b80\u5355\u3001\u9ad8\u6548\u3001\u517c\u5bb9<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\uff0c\u7531\u4e8e GFT \u7b97\u6cd5\u5728\u8bbe\u8ba1\u4e0a\u53ef\u4ee5\u4e0e CFG \u8bad\u7ec3\u65b9\u6cd5\u4fdd\u6301\u4e86\u9ad8\u5ea6\u5bf9\u9f50\uff0c\u8fd9\u4f7f\u5f97\u5176\u53ef\u4ee5\u6700\u4f4e\u6210\u672c\u88ab\u90e8\u7f72\u5b9e\u73b0\uff08&lt;10 \u884c\u4ee3\u7801\uff09\uff0c\u751a\u81f3\u4e0d\u9700\u8981\u66f4\u6539\u5df2\u6709\u4ee3\u7801\u7684\u8bad\u7ec3\u8d85\u53c2\u6570\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c309e584a75503370281552037fde805.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c309e584a75503370281552037fde805.png\"><\/a><\/section>\n<section>GFT \u8bad\u7ec3\u4e5f\u975e\u5e38\u9ad8\u6548\uff0c\u4e0e CFG \u76f8\u6bd4\uff0c\u5b83\u4e0d\u9700\u8981\u4efb\u4f55\u989d\u5916\u7684\u5185\u5b58\u5f00\u9500\uff0c\u53ea\u9700\u589e\u52a0\u7ea6 20% \u7684\u8bad\u7ec3\u65f6\u95f4\uff0c\u5373\u53ef\u8282\u7ea6 50% \u7684\u91c7\u6837\u6210\u672c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-22cdb9478817275a87866ea87c976116.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-22cdb9478817275a87866ea87c976116.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0cGFT \u9ad8\u5ea6\u901a\u7528\u3002\u4e0d\u4ec5\u4ec5\u9002\u7528\u4e8e\u6269\u6563\u89c6\u89c9\u6a21\u578b\uff0c\u5bf9\u4e8e\u81ea\u56de\u5f52\u3001\u63a9\u7801\u8fd9\u7c7b\u79bb\u6563\u89c6\u89c9\u6a21\u578b\u4e5f\u540c\u6837\u9002\u7528\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-082951972a5340a61153cf33b1cedbdf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-082951972a5340a61153cf33b1cedbdf.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u9a8c\u8bc1<\/strong><\/section>\n<section><\/section>\n<section>GFT 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