{"id":10000,"date":"2026-07-08T17:51:06","date_gmt":"2026-07-08T09:51:06","guid":{"rendered":"https:\/\/infernews.com\/blog\/code-for-mira-multiplayer-interactive-world-models-with-representation-autoencod\/"},"modified":"2026-07-08T17:51:46","modified_gmt":"2026-07-08T09:51:46","slug":"code-for-mira-multiplayer-interactive-world-models-with-representation-autoencod","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/code-for-mira-multiplayer-interactive-world-models-with-representation-autoencod\/","title":{"rendered":"MIRA \u628a\u300aRocket League\u300b\u8b8a\u6210\u53ef\u4e92\u52d5\u4e16\u754c\u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-5eb0f1023ba1.jpg\" alt=\"Repository image for mira-wm\/mira\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6253\u6a5f\u756b\u9762\u4e00\u8def\u8b8a\u5316\uff0c\u80cc\u5f8c\u53c8\u6709\u56db\u540d\u73a9\u5bb6\u540c\u6642\u8f38\u5165\u52d5\u4f5c\uff0c\u5462\u985e\u60c5\u5883\u4e00\u5411\u597d\u96e3\u9760 world model \u7a69\u5b9a\u91cd\u5efa\u3002MIRA \u5c6c\u65bc\u958b\u6e90\u6846\u67b6\u517c\u7814\u7a76\u578b\u6a21\u578b\u9805\u76ee\uff0c\u8655\u7406\u7684\u662f\u591a\u4eba\u4e92\u52d5\u74b0\u5883\u4e2d\uff0c\u5982\u4f55\u6309\u56db\u689d action streams \u5373\u6642\u751f\u6210\u300aRocket League\u300b\u5c0d\u6230\u756b\u9762\uff0c\u4ee4 2v2 \u6bd4\u8cfd\u53ef\u4ee5\u76f4\u63a5\u5728\u6a21\u578b\u5167\u904b\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u591a\u6578\u96c6\u4e2d\u5728 single-player world models\uff0c\u5176\u4ed6\u89d2\u8272\u901a\u5e38\u53ea\u88ab\u7576\u6210\u74b0\u5883\u4e00\u90e8\u5206\uff1b\u4f5c\u8005\u660e\u78ba\u53cd\u5c0d\u5462\u7a2e fixed framing\uff0c\u56e0\u70ba\u591a\u4eba\u5834\u666f\u5165\u9762\uff0c\u756b\u9762\u8b8a\u5316\u8981\u5206\u5f97\u6e05\u695a\u908a\u500b\u73a9\u5bb6\u9020\u6210\u3002MIRA \u6539\u7528 multiplayer conditioning\uff0c\u4e26\u914d\u5408 Representation Autoencoders \u540c latent diffusion\uff0c\u76ee\u6a19\u5514\u53ea\u4fc2\u756b\u9762\u4f3c\u771f\uff0c\u800c\u4fc2\u4ee4\u7269\u7406\u4e92\u52d5\u3001\u653b\u5b88\u5207\u63db\u540c\u591a\u89d2\u8272\u884c\u70ba\u4fdd\u6301\u9023\u8cab\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u500b\u9805\u76ee\u7684\u53d6\u5411\u76f8\u7576\u9bae\u660e\uff1a\u5b83\u5514\u4fc2\u5148\u8ffd\u6c42\u6700\u8f15\u91cf\u90e8\u7f72\uff0c\u800c\u4fc2\u7528 5B parameters \u6a21\u578b\u63db\u53d6\u5373\u6642\u4e92\u52d5\u8207\u9577\u6642\u9593 rollout \u7a69\u5b9a\u6027\u3002\u8cc7\u6599\u4f86\u81ea 10,000 \u5c0f\u6642 gameplay\uff0cREADME \u4ea6\u516c\u958b\u4e86 RocketScienceDataset\uff0c\u7576\u4e2d\u6bcf\u500b sample \u90fd\u5305\u542b\u56db\u500b\u540c\u6b65\u8996\u89d2\u3001\u9010\u683c keyboard action \u540c game state\uff0c\u5c0d\u505a\u4e16\u754c\u6a21\u578b\u3001VLA \u6216\u4e92\u52d5\u6a21\u64ec\u7814\u7a76\u7684\u5718\u968a\u90fd\u5f88\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"576\" style=\"aspect-ratio: 1024 \/ 576;\" width=\"1024\" autoplay controls loop muted src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/autopilot-crushing.mp4\" playsinline><\/video><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c6c\u65bc<strong>\u958b\u6e90\u6846\u67b6\u52a0\u4e16\u754c\u6a21\u578b\u7814\u7a76\u9805\u76ee<\/strong>\uff0c\u91cd\u9ede\u662f\u90e8\u7f72\u3001\u8cc7\u6599\u4f7f\u7528\u8207\u8a55\u4f30\u591a\u4eba\u4e92\u52d5\u751f\u6210<\/li>\n\n\n\n<li>\u8207\u55ae\u4eba world model \u6700\u5927\u5206\u5225\uff0c\u5728\u65bc\u540c\u6642\u6309\u56db\u540d\u73a9\u5bb6\u52d5\u4f5c\u751f\u6210\u756b\u9762\uff0c\u800c\u5514\u4fc2\u628a\u5176\u4ed6\u73a9\u5bb6\u7576\u80cc\u666f\u64fe\u52d5<\/li>\n\n\n\n<li>\u5b98\u65b9\u6307\u51fa\u6a21\u578b\u53ef\u5728\u55ae\u5f35 NVIDIA B200 GPU \u4e0a\u4ee5 20 FPS \u751f\u6210\u5b8c\u6574 2v2 \u5c0d\u6230<\/li>\n\n\n\n<li>\u76f8\u95dc\u8cc7\u6599\u96c6 rocket-science \u63d0\u4f9b\u540c\u6b65\u8996\u89d2\u3001\u52d5\u4f5c\u8207 game state\uff0c\u65b9\u4fbf\u91cd\u505a\u6e2c\u8a66\u8207\u5206\u6790<\/li>\n\n\n\n<li>README \u63d0\u4f9b <code>pixi<\/code> \u74b0\u5883\u5b89\u88dd\u8207 test suite \u5165\u53e3\uff0c\u4f46\u66f4\u5b8c\u6574\u90e8\u7f72\u7d30\u7bc0\u4ecd\u8981\u9760\u539f\u59cb\u7a0b\u5f0f\u8207\u6280\u8853\u5831\u544a\u914d\u5408\u7406\u89e3<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u516c\u958b\u7d50\u679c\u770b\uff0cMIRA \u6700\u6709\u8aaa\u670d\u529b\u7684\u5730\u65b9\u5514\u4fc2\u55ae\u4e00 benchmark \u6578\u5b57\uff0c\u800c\u4fc2\u5b83\u628a\u300c\u591a\u4eba\u52d5\u4f5c\u6b78\u56e0\u300d\u8b8a\u6210\u6838\u5fc3\u554f\u984c\uff0c\u518d\u88dc\u4e0a\u5c0d\u7269\u7406\u7406\u89e3\u7684 targeted evaluations\u3002\u5b98\u65b9\u4ea6\u8868\u793a\uff0c\u96d6\u7136\u6a21\u578b\u53ea\u7528\u77ed\u7247\u6bb5\u8a13\u7df4\uff0cdistributional quality \u53ef\u7dad\u6301\u5230\u4e94\u5206\u9418\u91cf\u6e2c\u7bc4\u570d\uff0c\u5be6\u9a57\u4e2d\u751a\u81f3\u80fd\u6301\u7e8c\u66f4\u9577\u6642\u9593\uff1b\u4e0d\u904e\u786c\u4ef6\u9580\u6abb\u9ad8\uff0c\u5b9a\u4f4d\u66f4\u63a5\u8fd1\u524d\u6cbf\u7814\u7a76\u5e73\u53f0\uff0c\u800c\u5514\u4fc2\u4e00\u822c\u4eba\u53ef\u96a8\u624b\u5728\u672c\u5730\u57f7\u884c\u7684\u8f15\u91cf\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/mira-wm.com\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/mira-wm\/mira\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.05352\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>MIRA \u5514\u4fc2\u55ae\u7d14\u91cd\u64ad\u6bd4\u8cfd\u7247\u6bb5\uff0c\u800c\u4fc2\u8b93\u56db\u540d\u73a9\u5bb6\u52d5\u4f5c\u4e00\u9f4a\u9a45\u52d5\u756b\u9762\u751f\u6210\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e00\u500b\u80fd\u5373\u6642\u6a21\u64ec 2v2 \u5c0d\u6230\u8d70\u52e2\u7684\u4e16\u754c\u6a21\u578b\u7814\u7a76\u9805\u76ee\u3002<\/p>\n","protected":false},"author":8,"featured_media":9999,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,140,179,186,199,204],"tags":[],"class_list":["post-10000","post","type-post","status-publish","format-standard","hentry","category-133","category-gemini","category-nvidia","category-186","category-dataset-","category-visionlanguageaction"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10000","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=10000"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10000\/revisions"}],"predecessor-version":[{"id":10003,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10000\/revisions\/10003"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9999"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10000"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10000"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10000"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}