{"id":11294,"date":"2026-08-21T17:20:33","date_gmt":"2026-08-21T09:20:33","guid":{"rendered":"https:\/\/infernews.com\/blog\/train-a-real-time-playable-video-world-models-on-8-gpus-keyboard-amp-mouse-contr\/"},"modified":"2026-08-21T17:20:33","modified_gmt":"2026-08-21T09:20:33","slug":"train-a-real-time-playable-video-world-models-on-8-gpus-keyboard-amp-mouse-contr","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/train-a-real-time-playable-video-world-models-on-8-gpus-keyboard-amp-mouse-contr\/","title":{"rendered":"ForgeWM \u628a\u904a\u6232\u4e16\u754c\u6a21\u578b\u63a8\u5411 72 FPS \u5373\u6642\u4e92\u52d5"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/forgewm_logo.png\" alt=\"ForgeWM\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e2d\u9999\u6e2f\u4e2d\u6587\u5927\u5b78\u3001\u9a30\u8a0a PCG\u3001\u5fa9\u65e6\u5927\u5b78\u3001\u4e0a\u6d77\u4eba\u5de5\u667a\u6167\u5be6\u9a57\u5ba4\u53ca\u9999\u6e2f\u79d1\u6280\u5927\u5b78\u7684\u7814\u7a76\u5718\u968a\uff0c\u5c07 ForgeWM \u505a\u6210\u958b\u6e90\u7684 action-conditioned video world models \u8a13\u7df4\u9805\u76ee\uff0c\u8655\u7406\u904a\u6232\u8f38\u5165\u8207\u9023\u7e8c\u756b\u9762\u751f\u6210\u96e3\u4ee5\u517c\u9867\u7684\u554f\u984c\u3002\u5b83\u4ee5 Matrix-Game 2\uff08MG2\uff09\u70ba\u57fa\u790e\uff0c\u8b93\u6a21\u578b\u6839\u64da\u9375\u76e4\u3001\u6ed1\u9f20\u6216 gamepad \u64cd\u4f5c\u5373\u6642\u63a8\u6f14\u904a\u6232\u756b\u9762\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ForgeWM \u7684\u50f9\u503c\u5728\u65bc\u628a\u751f\u6210\u6b65\u6578\u964d\u81f3 1\u30012 \u6216 4 \u6b65\uff0c\u63db\u53d6\u66f4\u4f4e\u5ef6\u9072\u7684\u4e92\u52d5\u9ad4\u9a57\uff1b\u53d6\u6368\u662f\u756b\u9762\u8cea\u7d20\u3001\u63a7\u5236\u6e96\u78ba\u5ea6\u8207\u63a8\u7406\u901f\u5ea6\u4ecd\u8981\u4f9d\u8cf4\u8a13\u7df4\u8cc7\u6599\u548c\u786c\u4ef6\u3002\u76f8\u8f03\u53ea\u5c55\u793a\u5f71\u7247\u751f\u6210\u7684\u505a\u6cd5\uff0cForgeWM \u76f4\u63a5\u8655\u7406 frame-aligned \u7684\u52d5\u4f5c\u8a0a\u865f\uff0c\u4e26\u5c07\u540c\u4e00\u5957\u6d41\u7a0b\u79fb\u690d\u5230\u53e6\u4e00\u500b gamepad \u9a45\u52d5\u7684 FPS \u9818\u57df\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e00\u5957\u56db\u968e\u6bb5\u6d41\u7a0b\uff1abidirectional SFT\u3001teacher-forced causal AR\u3001consistency distillation\u3001on-policy DMD<\/li>\n<li>ForgeWM-1\u3001ForgeWM-2\u3001ForgeWM-4 \u5206\u5225\u5c0d\u61c9\u4e00\u3001\u4e8c\u53ca\u56db\u6b65\u751f\u6210<\/li>\n<li>\u55ae\u5f35 H20\u3001352\u00d7640 \u756b\u9762\u4e0b\uff0c1-step \u6a21\u578b\u6700\u9ad8\u9054 72 FPS<\/li>\n<li>\u5b8c\u6574\u516c\u958b weights\u3001training code \u53ca pre-encoded data<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u4e26\u975e\u5404\u81ea\u7368\u7acb\u8a13\u7df4\uff1aStage 0 \u5148\u5c0d\u76ee\u6a19\u904a\u6232\u4f5c bidirectional fine-tuning\uff0c\u4e4b\u5f8c\u56fa\u5b9a\u70ba\u6559\u5e2b\uff1bStage 1 \u5c07\u751f\u6210\u5668\u6539\u6210 causal AR\uff0cStage 2 \u58d3\u7e2e sampling trajectory\uff0cStage 3 \u518d\u7528\u5b78\u751f\u81ea\u884c rollout \u7684\u7d50\u679c\u9032\u884c on-policy matching\u3002\u9019\u500b\u7d50\u69cb\u8b93 ForgeWM-1\u3001-2\u3001-4 \u53ef\u5f9e\u76f8\u540c\u57fa\u790e\u6d41\u7a0b\u6309\u6b65\u6578\u9810\u7b97\u5efa\u7acb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u3001\u904a\u6232 AI \u53ca\u9700\u8981\u5373\u6642\u4e92\u52d5\u751f\u6210\u7684\u5718\u968a\u8f03\u5bb9\u6613\u53d7\u76ca\uff0c\u5c24\u5176\u9069\u5408\u6e2c\u8a66\u9375\u9f20\u63a7\u5236\u7684 Minecraft \u6216 gamepad FPS\u3002\u8cc7\u6599\u63d0\u4f9b\u7684\u6307\u6a19\u5305\u62ec 168 ms per chunk\u300172 FPS \u53ca 8\u00d7H20 \u5b8c\u6574\u8a13\u7df4\u914d\u7f6e\uff1b\u6a21\u578b\u53ca\u6578\u64da\u9023\u7d50\u6574\u7406\u74b0\u5883\uff0c\u8981\u9810\u7559 8 \u5f35 H20 \u91cd\u73fe\u5b8c\u6574\u8a13\u7df4\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/asdfo123.github.io\/ForgeWM\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/asdfo123\/ForgeWM\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/ForgeWM\/ForgeWM\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7531\u4e2d\u5927\u3001\u9a30\u8a0a\u7b49\u5718\u968a\u958b\u767c\u7684 ForgeWM\uff0c\u5c07\u904a\u6232\u756b\u9762\u751f\u6210\u58d3\u7e2e\u81f3\u4e00\u81f3\u56db\u6b65\uff0c\u8b93\u9375\u76e4\u3001\u6ed1\u9f20\u53ca\u624b\u63a3\u8f38\u5165\u80fd\u5373\u6642\u6539\u8b8a\u865b\u64ec\u4e16\u754c\u3002<\/p>\n","protected":false},"author":8,"featured_media":11293,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,164,165,172,31,127,186,200,210],"tags":[],"class_list":["post-11294","post","type-post","status-publish","format-standard","hentry","category-133","category-164","category-165","category-172","category-video","category-127","category-186","category-200","category-worldactionmodel"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11294","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=11294"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11294\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11293"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11294"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11294"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11294"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}