{"id":12925,"date":"2026-10-05T04:46:52","date_gmt":"2026-10-04T20:46:52","guid":{"rendered":"https:\/\/infernews.com\/blog\/dmad-minimax-h3-4-step\/"},"modified":"2026-10-05T04:48:11","modified_gmt":"2026-10-04T20:48:11","slug":"dmad-minimax-h3-4-step","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/dmad-minimax-h3-4-step\/","title":{"rendered":"DMAD\uff1aMiniMax-H3 \u5f71\u7247\u751f\u6210\u58d3\u7e2e\u81f3\u56db\u6b65"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/pasted-c7e08bff1417.jpg\" alt=\"Videos generated by the 4-step DMAD student of MiniMax-H3 (video only; every clip also has generated audio)\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531 50 \u6b65\u7e2e\u81f3 4 \u6b65\uff0cDMAD \u8b93 MiniMax-H3-33B \u53ef\u4ee5\u66f4\u5feb\u5b8c\u6210\u6587\u5b57\u8f49\u97f3\u8a0a\u5f71\u7247\u751f\u6210\uff0c\u540c\u6642\u4fdd\u7559 1344\u00d7768 \u5f71\u7247\u53ca\u539f\u751f\u7acb\u9ad4\u8072\u97f3\u3002\u9019\u9805\u76ee\u5c6c\u65bc\u6a21\u578b\u84b8\u993e\u8207\u63a8\u7406\u5de5\u5177\uff0c\u5be6\u969b\u8655\u7406\u7684\u662f\u9ad8\u8cea\u7d20\u751f\u6210\u8207\u63a8\u7406\u901f\u5ea6\u4e4b\u9593\u7684\u53d6\u6368\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u63d0\u4f9b\u5169\u500b rank 128 \u7684 LoRA\uff0c\u6bcf\u500b\u7d04 1.4GB\uff0c\u5206\u5225\u662f\u8ad6\u6587\u4f7f\u7528\u7684 lora critic\uff0c\u4ee5\u53ca\u5728 AVGen-Bench \u53d6\u5f97\u8f03\u9ad8\u5206\u6578\u7684 full critic\u3002\u5b83\u5011\u90fd\u639b\u8f09\u65bc H3 transformer\uff0c\u5c07 50 \u6b65 teacher \u8f49\u6210\u56db\u6b65 student\uff1bDMAD \u4ee5\u5169\u500b discriminator head \u5206\u8fa8\u771f\u5be6\u8cc7\u6599\u3001teacher \u6a23\u672c\u8207 student \u6a23\u672c\uff0c\u76f4\u63a5\u5b78\u7fd2 log-density ratio\uff0c\u7701\u537b DMD \u6240\u9700\u7684\u8f14\u52a9 diffusion model\u3002<\/p>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"DMAD\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_cOCUCYZzAtE\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FcOCUCYZzAtE%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/cOCUCYZzAtE\" \/><meta itemprop=\"duration\" content=\"PT7M20S\" \/><meta itemprop=\"uploadDate\" content=\"2026-10-01T21:44:09Z\" \/><\/div><div id=\"lyte_cOCUCYZzAtE\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FcOCUCYZzAtE%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">DMAD<\/div><\/div><button tabindex=\"0\" class=\"play\"><\/button><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/cOCUCYZzAtE\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FcOCUCYZzAtE%2F0.jpg\" alt=\"DMAD\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"DMAD: Distribution Matching as Adversarial Distillation for Fast Visual Generation\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n\n<ul class=\"wp-block-list\">\n<li>4 \u6b65\u751f\u6210 1344\u00d7768 \u5f71\u7247\u53ca\u7acb\u9ad4\u8072\u97f3<\/li>\n\n\n\n<li>\u63d0\u4f9b lora critic \u8207 full critic \u5169\u500b\u7248\u672c<\/li>\n\n\n\n<li>\u652f\u63f4\u7368\u7acb\u63a8\u7406\u7a0b\u5f0f\u53ca Diffusers pipeline<\/li>\n\n\n\n<li>\u65b9\u6cd5\u4ee5 adversarial distillation \u53d6\u4ee3\u984d\u5916 score fitting<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">MiniMax-H3 \u8207 rCM \u7684\u4eba\u985e\u504f\u597d\u6bd4\u8f03\u70ba 84.6%\uff0c\u4f46 AVGen-Bench \u53ea\u660e\u78ba\u6307\u51fa full critic \u5206\u6578\u8f03\u9ad8\uff0c\u672a\u63d0\u4f9b\u5177\u9ad4\u5dee\u8ddd\uff1b\u9078\u64c7\u6a21\u578b\u6642\u4ecd\u61c9\u6309\u756b\u9762\u8cea\u7d20\u3001\u8072\u756b\u540c\u6b65\u53ca\u786c\u4ef6\u6210\u672c\u81ea\u884c\u6e2c\u8a66\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/yzmblog.github.io\/projects\/DMAD\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/Yzmblog\/DMAD\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/ZhengmingYu\/DMAD\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>DMAD \u5c07 MiniMax-H3 \u7684 50 \u6b65\u751f\u6210\u6d41\u7a0b\u58d3\u7e2e\u81f3 4 \u6b65\uff0c\u517c\u9867 1344\u00d7768 \u5f71\u7247\u8207\u539f\u751f\u7acb\u9ad4\u8072\u97f3\u8f38\u51fa\u3002<\/p>\n","protected":false},"author":8,"featured_media":12924,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,162,76,119,127,179,31,30,29,38,203,212],"tags":[],"class_list":["post-12925","post","type-post","status-publish","format-standard","hentry","category-133","category-ai-productions","category-76","category-119","category-127","category-nvidia","category-video","category-image","category-audio","category-38","category-minimax","category-lora"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12925","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=12925"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12925\/revisions"}],"predecessor-version":[{"id":12927,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12925\/revisions\/12927"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12924"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12925"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12925"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12925"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}