{"id":10598,"date":"2026-08-01T02:03:33","date_gmt":"2026-07-31T18:03:33","guid":{"rendered":"https:\/\/infernews.com\/blog\/phizero\/"},"modified":"2026-08-01T02:31:02","modified_gmt":"2026-07-31T18:31:02","slug":"phizero","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/phizero\/","title":{"rendered":"PhiZero \u7528\u7269\u7406\u8a9e\u8a00\u5148\u63a8\u6f14\u518d\u751f\u6210\u5f71\u7247"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/motivation.jpg\" alt=\"Og image\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210\u5f71\u7247\u6700\u96e3\u8655\u7406\u7684\uff0c\u5f80\u5f80\u5514\u4fc2\u756b\u9762\u6e05\u5514\u6e05\uff0c\u800c\u4fc2\u7269\u4ef6\u9ede\u79fb\u52d5\u3001\u78b0\u649e\u540c\u5ef6\u7e8c\u3002PhiZero \u5c6c\u65bc\u4e16\u754c\u6a21\u578b\uff08World Model\uff09\uff0c\u7126\u9ede\u653e\u5728\u300c\u5148\u7406\u89e3\u4e16\u754c\u72c0\u614b\u9ede\u8f49\u8b8a\uff0c\u518d\u751f\u6210\u756b\u9762\u300d\uff0c\u7528\u8f03\u7d30\u7dfb\u7684 physical language \u53bb\u8868\u9054\u8b8a\u5316\uff0c\u6e1b\u5c11\u76f4\u63a5\u7531\u50cf\u7d20\u9810\u6e2c\u5e36\u4f86\u7684\u4e0d\u7a69\u5b9a\u611f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u60f3\u89e3\u6c7a\u7684\u554f\u984c\u5f88\u660e\u78ba\uff1a\u81ea\u7136\u8a9e\u8a00\u592a\u7c97\u7565\uff0c\u96e3\u4ee5\u5b8c\u6574\u63cf\u8ff0\u8907\u96dc\u7269\u7406\u904e\u7a0b\uff1b\u7d14\u8996\u89ba\u751f\u6210\u53c8\u672a\u5fc5\u80fd\u7a69\u5b9a\u4fdd\u7559\u56e0\u679c\u540c\u52d5\u4f5c\u9023\u8cab\u6027\u3002PhiZero \u65bc\u662f\u5f9e\u5927\u91cf\u7121\u6a19\u8a3b\u5f71\u7247\u5b78\u51fa\u4e00\u5957 compact discrete representation\uff0c\u5148\u628a\u76f8\u9130\u5f71\u7247\u72c0\u614b\u4e4b\u9593\u7684\u8f49\u8b8a\u7de8\u78bc\u6210 physical language\uff0c\u518d\u4ea4\u7531\u6a21\u578b\u6839\u64da\u9996\u5e40\u756b\u9762\u540c\u6587\u5b57\u52d5\u4f5c\u610f\u5716\uff0c\u9810\u6e2c\u4e4b\u5f8c\u7684\u72c0\u614b\u5e8f\u5217\uff0c\u6700\u5f8c\u6e32\u67d3\u6210\u5f71\u7247\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/phi-zero.github.io\\\/assets\\\/videos\\\/phizero\\\/PhiZero-demo.mp4&quot;,&quot;repeat&quot;:true,&quot;autoplay&quot;:true,&quot;muted&quot;:true,&quot;align&quot;:&quot;&quot;,&quot;poster&quot;:&quot;&quot;,&quot;controls&quot;:{&quot;play-large&quot;:true,&quot;restart&quot;:false,&quot;rewind&quot;:true,&quot;play&quot;:true,&quot;fast-forward&quot;:true,&quot;progress&quot;:true,&quot;current-time&quot;:true,&quot;duration&quot;:false,&quot;mute&quot;:true,&quot;volume&quot;:true,&quot;pip&quot;:false,&quot;airplay&quot;:false,&quot;captions&quot;:false,&quot;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;captions&quot;:[],&quot;ratio&quot;:&quot;16:9&quot;,&quot;accentColor&quot;:&quot;&quot;,&quot;lazyLoad&quot;:false,&quot;width&quot;:&quot;100%&quot;,&quot;radius&quot;:&quot;0px&quot;,&quot;resetOnEnd&quot;:false,&quot;autoHideControl&quot;:true,&quot;isSetup&quot;:false}'\n><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u63a1\u7528 reason-then-render \u6d41\u7a0b\u3002\u524d\u6bb5\u7531 Physical Language Tokenizer \u62bd\u53d6\u76f8\u9130 latent video states \u7684\u6709\u5e8f\u7279\u5fb5\uff0c\u914d\u5408 FSQ \u96e2\u6563\u5316\u6210 physical language\uff1b\u5f8c\u6bb5\u7531\u4ee5 Qwen3-VL-4B \u521d\u59cb\u5316\u7684 autoregressive VLM \u8ca0\u8cac\u63a8\u6f14\uff0c\u518d\u7528\u8a13\u7df4\u597d\u7684 diffusion decoder \u8f38\u51fa\u5f71\u7247\u3002\u9019\u7a2e\u62c6\u6cd5\u7684\u50f9\u503c\uff0c\u5728\u65bc\u540c\u4e00\u5957 transition representation \u53ef\u4ee5\u91cd\u7528\u5728 physically realistic generation\u3001action-conditioned simulation\u3001interactive rollouts \u540c zero-shot transfer\uff0c\u800c\u5514\u4fc2\u53ea\u9650\u55ae\u4e00\u751f\u6210\u4efb\u52d9\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5148\u63a8\u6f14\u4e16\u754c\u8f49\u8b8a\uff0c\u518d\u751f\u6210\u5f71\u7247\uff0c\u91cd\u9ede\u653e\u5728\u56e0\u679c\u8207\u52d5\u4f5c\u9023\u7e8c\u6027<\/li>\n\n\n\n<li>physical language \u4f86\u81ea\u7121\u6a19\u8a3b in-the-wild videos\uff0c\u81ea\u76e3\u7763\u5b78\u7fd2\u8f49\u8b8a\u7d50\u69cb<\/li>\n\n\n\n<li>\u4ee5 Qwen3-VL-4B \u4f5c\u70ba reasoner \u57fa\u790e\uff0c\u4e26\u64f4\u5145 25K atomic symbols \u8a5e\u5f59<\/li>\n\n\n\n<li>\u540c\u4e00\u8868\u793a\u65b9\u5f0f\u53ef\u652f\u63f4\u751f\u6210\u3001\u6a21\u64ec\u3001\u4e92\u52d5 rollout \u540c transfer<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u8cc7\u6599\u986f\u793a\uff0cPhiZero \u7684\u8a13\u7df4\u8cc7\u6599\u540c\u6642\u7d50\u5408\u771f\u5be6\u8207\u6a21\u64ec\u5f71\u7247\uff0c\u4e26\u7d93\u904e\u9010\u6b65\u7be9\u9078\uff0c\u4ee4\u6a21\u578b\u7531\u5ee3\u6cdb\u8996\u89ba\u7d93\u9a57\u6536\u6582\u5230\u8f03\u591a\u52d5\u614b\u4e92\u52d5\u7247\u6bb5\u3002\u5b98\u65b9\u9801\u9762\u5df2\u5c55\u793a demos\uff0c\u4f46\u7a0b\u5f0f\u78bc\u4ecd\u6a19\u793a\u70ba\u5373\u5c07\u63a8\u51fa\uff0c\u6240\u4ee5\u73fe\u968e\u6bb5\u8f03\u9069\u5408\u628a\u5b83\u770b\u6210\u4e00\u500b\u503c\u5f97\u95dc\u6ce8\u7684\u4e16\u754c\u6a21\u578b\u65b9\u5411\uff1a\u5b83\u4e0d\u662f\u55ae\u9760\u66f4\u5927\u5f71\u7247\u6a21\u578b\u786c\u63a8\u7d50\u679c\uff0c\u800c\u662f\u5617\u8a66\u5148\u5efa\u7acb\u53ef\u63a8\u7406\u3001\u53ef\u91cd\u7528\u7684\u7269\u7406\u8a9e\u8a00\u4ecb\u9762\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/phi-zero.github.io\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.28624\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>PhiZero\u5514\u4fc2\u76f4\u63a5\u7531\u756b\u9762\u731c\u4e0b\u4e00\u683c\uff0c\u800c\u4fc2\u5148\u7528\u4e00\u5957\u96e2\u6563\u7269\u7406\u8a9e\u8a00\u63a8\u6f14\u4e16\u754c\u9ede\u8b8a\uff0c\u518d\u628a\u7d50\u679c\u9084\u539f\u6210\u5f71\u7247\u3002\u5c0d\u60f3\u505a\u4e92\u52d5\u6a21\u64ec\u540c\u4e16\u754c\u6a21\u578b\u7684\u4eba\uff0c\u5462\u500b\u53d6\u5411\u5e7e\u503c\u5f97\u7559\u610f\u3002<\/p>\n","protected":false},"author":8,"featured_media":10597,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[185,31,149,186],"tags":[],"class_list":["post-10598","post","type-post","status-publish","format-standard","hentry","category-qwen","category-video","category-149","category-186"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10598","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=10598"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10598\/revisions"}],"predecessor-version":[{"id":10601,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10598\/revisions\/10601"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10597"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10598"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10598"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10598"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}