{"id":10489,"date":"2026-07-27T20:20:59","date_gmt":"2026-07-27T12:20:59","guid":{"rendered":"https:\/\/infernews.com\/blog\/official-implementation-of-tbsm-three-body-scattering-for-generative-modeling\/"},"modified":"2026-07-27T20:20:59","modified_gmt":"2026-07-27T12:20:59","slug":"official-implementation-of-tbsm-three-body-scattering-for-generative-modeling","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/official-implementation-of-tbsm-three-body-scattering-for-generative-modeling\/","title":{"rendered":"TBSM \u60f3\u628a\u4e00\u6b65\u751f\u6210\u8b8a\u5f97\u66f4\u5be6\u7528"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/samples-overview.jpg\" alt=\"TBSM one-step samples across handwritten digits, fashion items, CIFAR-10, ImageNet, and text-to-image generation.\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210\u6a21\u578b\u4e00\u8def\u8ffd\u6c42\u66f4\u5feb\u51fa\u5716\uff0c\u4f46\u901f\u5ea6\u4e00\u63d0\u5347\uff0c\u8a13\u7df4\u5f80\u5f80\u5c31\u8b8a\u5f97\u66f4\u8907\u96dc\u3002TBSM \u628a\u7126\u9ede\u653e\u5728<strong>one-step generation<\/strong>\uff0c\u800c\u4e14\u5514\u4fc2\u9760 adversarial critic\u3001teacher queries\uff0c\u4ea6\u5514\u9700\u8981 batch-wide all-pairs field \u53bb\u6490\u4f4f\u6574\u500b\u6d41\u7a0b\uff1b\u5b83\u5c6c\u65bc\u751f\u6210\u6a21\u578b\u65b9\u6cd5\uff0c\u8655\u7406\u7684\u662f\u600e\u6a23\u7528\u8f03\u76f4\u63a5\u7684\u76e3\u7763\uff0c\u628a\u4e00\u6b21\u751f\u6210\u505a\u5f97\u53ef\u8a13\u7df4\u53c8\u53ef\u64f4\u5c55\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u7684\u5224\u65b7\u91cd\u9ede\uff0c\u5728\u65bc\u5b83\u4e0d\u53ea\u662f\u8b1b\u5feb\uff0c\u800c\u4fc2\u8a66\u5716\u907f\u958b\u5e7e\u689d\u5e38\u898b\u8def\u7dda\u7684\u4ee3\u50f9\uff1aGANs \u5bb9\u6613\u53d7 adversarial min-max objective \u5f71\u97ff\uff0cAR \/ Diffusion \u8981\u9010\u6b65\u89e3\u78bc\u6216\u53cd\u8986\u63a1\u6a23\uff0cDrifting Models \u6703\u53d7 batch \u898f\u6a21\u62d6\u9ad8\u6210\u672c\uff0cdiffusion distillation \u53c8\u5e38\u5e38\u9023\u5e36\u984d\u5916\u6a21\u578b\u3001loss \u6216\u8a13\u7df4\u6280\u5de7\u3002TBSM \u7528 three-body scattering \u9023\u5230 distributional energy\uff0c\u76ee\u6a19\u662f\u628a\u5206\u4f48\u5c64\u9762\u7684\u5b78\u7fd2\uff0c\u58d3\u6210 sample-level supervision\uff0c\u4ee4\u4e00\u6b65\u751f\u6210\u5514\u4f7f\u518d\u80cc\u4f4f\u5481\u91cd\u7684\u7cfb\u7d71\u8ca0\u64d4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5df2\u5c55\u793a\u591a\u7a2e\u8cc7\u6599\u8207\u8f38\u51fa\u7a7a\u9593\uff0c\u5305\u62ec handwritten digits\u3001fashion items\u3001CIFAR-10\u3001ImageNet\uff0c\u4ee5\u53ca 1024\u00d71024 \u7684 text-to-image\u3002\u9019\u4ee3\u8868\u5b83\u8f03\u50cf\u7814\u7a76\u578b\u9805\u76ee\u800c\u5514\u4fc2\u5373\u88dd\u5373\u7528\u7522\u54c1\uff1a\u4f60\u6703\u5148\u5f9e paper\u3001\u793a\u610f\u5716\u8207 quick start \u53bb\u7406\u89e3\u8a13\u7df4\u8207\u751f\u6210\u6d41\u7a0b\uff0c\u518d\u6309\u8cc7\u6599\u96c6\u6216\u4efb\u52d9\u985e\u578b\u6e2c\u8a66\u6548\u679c\uff0c\u8f03\u9069\u5408\u6709\u6a21\u578b\u8a13\u7df4\u74b0\u5883\u7684\u7814\u7a76\u5718\u968a\u3001\u5f71\u50cf\u751f\u6210\u9805\u76ee\uff0c\u6216\u8005\u60f3\u7814\u7a76 one-step generation \u53d6\u6368\u7684\u4eba\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6838\u5fc3\u8ce3\u9ede\u662f\u4e00\u8df3\u751f\u6210\uff0c\u4e0d\u9760\u591a\u6b65\u63a1\u6a23\u63db\u54c1\u8cea<\/li>\n<li>\u8a2d\u8a08\u4e0a\u907f\u958b adversarial critic\u3001teacher model \u540c batch \u5168\u914d\u5c0d\u6210\u672c<\/li>\n<li>\u5df2\u5c55\u793a\u591a\u500b\u8cc7\u6599\u96c6\u8207 text-to-image\uff0c\u8986\u84cb\u9762\u6bd4\u7d14\u73a9\u5177\u793a\u7bc4\u66f4\u5ee3<\/li>\n<li>\u73fe\u968e\u6bb5\u66f4\u63a5\u8fd1\u7814\u7a76\u5be6\u9a57\u6846\u67b6\uff0c\u90e8\u7f72\u524d\u8981\u5148\u6d88\u5316\u65b9\u6cd5\u8207\u8a13\u7df4\u8a2d\u5b9a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5438\u5f15\u4eba\u7684\u5730\u65b9\uff0c\u5728\u65bc\u628a\u300c\u751f\u6210\u901f\u5ea6\u300d\u540c\u300c\u8a13\u7df4\u7cfb\u7d71\u8907\u96dc\u5ea6\u300d\u4e00\u9f4a\u62c9\u5165\u53d6\u6368\u8868\uff0c\u800c\u4e0d\u53ea\u662f\u8ffd\u67d0\u500b\u6307\u6a19\u3002\u73fe\u6709\u8cc7\u8a0a\u672a\u898b\u5b8c\u6574\u6548\u80fd\u6578\u5b57\u8207\u90e8\u7f72\u7d30\u7bc0\uff0c\u8868\u793a\u8b80\u8005\u73fe\u968e\u6bb5\u61c9\u628a\u5b83\u770b\u6210\u503c\u5f97\u8ffd\u8e64\u7684\u751f\u6210\u6a21\u578b\u7814\u7a76\u65b9\u5411\uff1a\u6982\u5ff5\u6e05\u6670\u3001\u5b9a\u4f4d\u660e\u78ba\uff0c\u4f46\u8981\u5224\u65b7\u662f\u5426\u9069\u5408\u751f\u7522\u74b0\u5883\uff0c\u4ecd\u7136\u8981\u7b49\u66f4\u5b8c\u6574\u7684\u8a55\u6e2c\u8207\u958b\u6e90\u5167\u5bb9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/sp12138\/TBSM\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u8981\u5feb\uff0c\u4f46\u53c8\u5514\u60f3\u9760\u5197\u9577\u63a1\u6a23\u6216\u984d\u5916\u6559\u5e2b\u6a21\u578b\uff0cTBSM\u6b63\u6b63\u7784\u6e96\u5462\u500b\u77db\u76fe\u3002\u5b83\u7528\u4e00\u6b65\u751f\u6210\u8655\u7406\u5f71\u50cf\u8207 text-to-image\uff0c\u53d6\u5411\u76f8\u7576\u9bae\u660e\u3002<\/p>\n","protected":false},"author":8,"featured_media":10488,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,185,30,129],"tags":[],"class_list":["post-10489","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-image","category-txt2img"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10489","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=10489"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10489\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10488"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10489"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10489"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10489"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}