{"id":10773,"date":"2026-08-05T18:38:55","date_gmt":"2026-08-05T10:38:55","guid":{"rendered":"https:\/\/infernews.com\/blog\/quo-vadis-world-modeling-towards-interactive-world-proxies-for-continually-impro\/"},"modified":"2026-08-05T18:38:55","modified_gmt":"2026-08-05T10:38:55","slug":"quo-vadis-world-modeling-towards-interactive-world-proxies-for-continually-impro","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/quo-vadis-world-modeling-towards-interactive-world-proxies-for-continually-impro\/","title":{"rendered":"awesome-agentic-world-model\uff1a\u7531 World Model \u8d70\u5411\u53ef\u4e92\u52d5\u7684 Agent-Centric World Proxy"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-647792babb36.jpg\" alt=\"Repository image for worldbench\/awesome-agentic-world-model\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u6301\u7e8c\u8a66\u932f\u7684 AI agent\uff0c\u672a\u5fc5\u6bcf\u6b21\u90fd\u8981\u771f\u7684\u64cd\u4f5c\u74b0\u5883\uff1b\u6709\u6642\u9810\u6e2c\u672a\u4f86\u72c0\u614b\u3001\u6e32\u67d3\u8996\u89d2\u3001\u6a21\u64ec\u57f7\u884c\u7d50\u679c\uff0c\u751a\u81f3\u53d6\u56de\u6280\u80fd\u6216\u9a57\u8b49\u8a08\u5283\uff0c\u5df2\u8db3\u4ee5\u652f\u63f4\u4e0b\u4e00\u6b65\u6c7a\u7b56\u3002\u9019\u500b\u9805\u76ee\u5c6c\u65bc\u958b\u6e90\u7814\u7a76\u7d22\u5f15\u8207\u5206\u985e\u6846\u67b6\uff0c\u5be6\u969b\u8655\u7406\u7684\u662f\u5982\u4f55\u6574\u7406 Agentic world modeling \u76f8\u95dc\u5de5\u4f5c\uff0c\u8b93\u8b80\u8005\u6309\u4ee3\u7406\u4eba\u9700\u8981\u7684\u8cc7\u8a0a\u5c0b\u627e\u5408\u9069\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4e0d\u6703\u50cf\u53ef\u76f4\u63a5\u4e0b\u8f09\u7684\u6a21\u578b\u6216\u90e8\u7f72\u670d\u52d9\u822c\u7522\u751f\u7d50\u679c\uff0c\u50f9\u503c\u5728\u65bc\u628a\u50b3\u7d71\u88ab\u52d5\u9810\u6e2c\u4e0b\u4e00\u500b\u7269\u7406\u72c0\u614b\u7684 World Model\uff0c\u5ef6\u4f38\u70ba\u9762\u5411\u4ee3\u7406\u4eba\u7684 Agent-Centric World Proxy\u3002\u76f8\u6bd4\u53ea\u56de\u7b54\u300c\u4e0b\u4e00\u523b\u6703\u767c\u751f\u751a\u9ebc\u300d\uff0cWorld Proxy \u4e5f\u53ef\u4ee5\u56de\u7b54\u300c\u9019\u500b\u8a08\u5283\u80fd\u5426\u57f7\u884c\u300d\u3001\u300c\u61c9\u53d6\u56de\u54ea\u6bb5\u7d93\u9a57\u300d\u6216\u300c\u4e0b\u4e00\u6b65\u61c9\u89c0\u5bdf\u751a\u9ebc\u300d\uff0c\u4f46\u4e0d\u540c\u7814\u7a76\u7684\u6210\u719f\u5ea6\u548c\u9a57\u8b49\u65b9\u5f0f\u4ecd\u7136\u4e0d\u4e00\u81f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5206\u985e\u63a1\u7528\u5169\u689d\u8ef8\u7dda\uff1a\u516d\u7a2e Proxy functions \u5305\u62ec Dynamics\u3001Spatial\u3001Execution\u3001Memory \/ Experience\u3001Skill \u53ca Reward \/ Verification\uff1b\u4e09\u500b empowerment levels \u5247\u5206\u70ba L1 inference-time guidance\u3001L2 training-time optimization\uff0c\u4ee5\u53ca L3 Agent-Proxy co-evolution\u3002\u9019\u500b\u95dc\u4fc2\u6709\u52a9\u5206\u8fa8\u6a21\u578b\u662f\u5728\u6c7a\u7b56\u6642\u63d0\u4f9b\u63d0\u793a\u3001\u8a13\u7df4\u6642\u6539\u5584\u80fd\u529b\uff0c\u9084\u662f\u8207 agent \u4e00\u540c\u6301\u7e8c\u6f14\u5316\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7528\u9014<\/strong>\uff1a\u6309\u529f\u80fd\u53ca\u80fd\u529b\u5c64\u7d1a\u5c0b\u627e\u7814\u7a76\u5de5\u4f5c<\/li>\n<li><strong>\u5167\u5bb9<\/strong>\uff1a\u6574\u7406\u6a21\u578b\u3001\u8ad6\u6587\u3001arXiv ID\u3001\u767c\u8868\u5834\u5408\u8207\u5e74\u4efd<\/li>\n<li><strong>\u7dad\u8b77<\/strong>\uff1a\u63a5\u53d7\u65b0\u589e\u9805\u76ee\u3001\u5206\u985e\u4fee\u6b63\u53ca\u9023\u7d50\u66f4\u6b63<\/li>\n<li><strong>\u9650\u5236<\/strong>\uff1a\u672c\u8eab\u6c92\u6709\u63a8\u7406 API\u3001\u5b89\u88dd\u6d41\u7a0b\u6216\u7d71\u4e00\u6027\u80fd\u57fa\u6e96<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u9069\u5408\u7814\u7a76\u4eba\u54e1\u3001\u5efa\u7acb agent pipeline \u7684\u5de5\u7a0b\u5718\u968a\uff0c\u4ee5\u53ca\u9700\u8981\u6bd4\u8f03 Dynamics\u3001Memory \u6216 Verification \u65b9\u6cd5\u7684\u4eba\uff1b\u4f46\u82e5\u76ee\u6a19\u662f\u7acb\u5373\u90e8\u7f72\u7cfb\u7d71\uff0c\u4ecd\u9808\u81ea\u884c\u9078\u64c7\u4e26\u5b89\u88dd\u6e05\u55ae\u5167\u7684\u500b\u5225\u6a21\u578b\u6216\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u76ee\u524d\u66f4\u50cf\u4e00\u5f35\u6301\u7e8c\u66f4\u65b0\u7684\u7814\u7a76\u5730\u5716\uff0c\u800c\u975e\u5b8c\u6210\u5ea6\u4e00\u81f4\u7684 benchmark\u3002\u5b83\u7684\u512a\u9ede\u662f\u63d0\u4f9b\u5171\u540c\u8a9e\u8a00\uff0c\u5c07 world modeling \u5f9e\u55ae\u4e00\u72c0\u614b\u9810\u6e2c\u91cd\u65b0\u653e\u56de\u898f\u5283\u3001\u5b78\u7fd2\u548c\u4e92\u52d5\u6210\u672c\u7684\u8108\u7d61\uff1b\u9650\u5236\u5247\u662f\u6e05\u55ae\u4f9d\u8cf4\u793e\u7fa4\u7dad\u8b77\uff0c\u5206\u985e\u908a\u754c\u4ecd\u6703\u96a8 Agentic world modeling \u767c\u5c55\u800c\u8b8a\u52d5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/worldbench.github.io\/awesome-agentic-world-model\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/worldbench\/awesome-agentic-world-model\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u4efd\u958b\u6e90\u7d22\u5f15\u628a\u4e16\u754c\u5efa\u6a21\u91cd\u65b0\u9023\u63a5\u5230\u4ee3\u7406\u4eba\u7684\u898f\u5283\u3001\u5b78\u7fd2\u8207\u9a57\u8b49\u6d41\u7a0b\uff0c\u4ea6\u6e05\u695a\u6a19\u51fa\u76ee\u524d\u4ecd\u672a\u89e3\u6c7a\u7684\u53d6\u6368\u3002<\/p>\n","protected":false},"author":8,"featured_media":10772,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,116,137,127,186,199,201],"tags":[],"class_list":["post-10773","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-api","category-127","category-186","category-dataset-","category-skill-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10773","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=10773"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10773\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10772"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10773"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10773"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10773"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}