{"id":11382,"date":"2026-08-25T00:50:02","date_gmt":"2026-08-24T16:50:02","guid":{"rendered":"https:\/\/infernews.com\/blog\/recverse\/"},"modified":"2026-08-25T00:50:02","modified_gmt":"2026-08-24T16:50:02","slug":"recverse","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/recverse\/","title":{"rendered":"[\u6280\u8853\u6587\u7ae0] RecVerse \u8b93\u8cfc\u7269\u4ee3\u7406\u66f4\u50cf\u771f\u4eba\u884c\u70ba"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-ba35b127d49c.jpg\" alt=\"Hero image preview\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7db2\u4e0a\u8cfc\u7269\u6a21\u64ec\u5668\u8981\u91cd\u73fe\u771f\u4eba\u7531\u700f\u89bd\u3001\u6bd4\u8f03\u5230\u8cfc\u8cb7\u7684\u9023\u7e8c\u6c7a\u5b9a\uff0c\u624d\u80fd\u652f\u63f4\u63a8\u85a6\u7cfb\u7d71\u7684\u96e2\u7dda\u6e2c\u8a66\u548c Reinforcement Learning\uff08RL\uff09\u8a13\u7df4\u3002RecVerse \u662f\u4e00\u500b\u4ee5 GUI \u70ba\u57fa\u790e\u7684\u6a21\u64ec\u4ee3\u7406\uff0c\u900f\u904e\u87a2\u5e55\u622a\u5716\u7406\u89e3\u9801\u9762\uff0c\u751f\u6210\u591a\u8f2a\u8cfc\u7269\u8ecc\u8de1\uff0c\u8655\u7406\u9577\u6642\u9593\u700f\u89bd\u4e2d\u7528\u6236\u72c0\u614b\u4e0d\u65b7\u8b8a\u5316\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u5404\u6709\u7f3a\u53e3\uff1aRule-based simulators \u4f9d\u8cf4\u5411\u91cf\u5316\u5546\u54c1\u7279\u5fb5\u548c\u9810\u8a2d\u884c\u52d5\u7a7a\u9593\uff0c\u96e3\u4ee5\u6db5\u84cb\u8907\u96dc\u7684\u96fb\u5546\u4ecb\u9762\uff1bLarge Language Models\uff08LLMs\uff09\u548c Vision-Language Models\uff08VLMs\uff09\u4ee3\u7406\u96d6\u7136\u52a0\u5165\u63a8\u7406\u53ca persona \u5efa\u6a21\uff0c\u9577\u6703\u8a71\u4ecd\u53ef\u80fd\u4e1f\u5931\u65e9\u671f\u89c0\u5bdf\uff0c\u6216\u8005\u628a\u6240\u6709\u6b77\u53f2\u786c\u585e\u9032 context window\u3002\u9010\u6b65\u6a21\u4eff\u6bcf\u500b\u5df2\u8a18\u9304\u884c\u52d5\uff0c\u4ea6\u53ef\u80fd\u4ee4\u6574\u6bb5\u6d41\u7a0b\u51fa\u73fe\u904e\u5ea6\u63a2\u7d22\u6216\u904e\u5206\u88ab\u52d5\u7b49\u4e0d\u81ea\u7136\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">RecVerse\u4ee5\u8a8d\u77e5\u555f\u767c\u7684\u5206\u5c64\u8a18\u61b6\u8655\u7406\u9577\u671f\u8cc7\u8a0a\uff0c\u5305\u62ec\u77ed\u671f\u7126\u9ede\u7528\u7684 Working Memory\u3001\u4fdd\u5b58\u672c\u6b21\u6703\u8a71\u8ecc\u8de1\u7684 Episodic Memory\uff0c\u4ee5\u53ca\u8a18\u9304\u9ad8\u5c64\u6b21\u610f\u5716\u7684 Preference Memory\u3002\u8a18\u61b6\u66f4\u65b0\u672c\u8eab\u88ab\u8996\u70ba\u884c\u52d5\uff0c\u4ee3\u7406\u53ef\u4ee5\u6309\u60c5\u6cc1\u5b78\u7fd2\u4f55\u6642\u53ca\u61c9\u8a72\u4fdd\u5b58\u54ea\u4e9b\u8cc7\u8a0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a13\u7df4\u6642\uff0c\u7cfb\u7d71\u6539\u7528 trajectory-level RL\uff0c\u76f4\u63a5\u70ba\u5b8c\u6574\u8cfc\u7269\u6703\u8a71\u8a55\u5206\uff0c\u540c\u6642\u5c0d\u9f4a\u771f\u4eba\u7684\u5b8f\u89c0\u884c\u52d5\u985e\u578b\u5206\u4f48\u548c\u5fae\u89c0\u8cfc\u7269\u610f\u5716\u3002\u7814\u7a76\u5718\u968a\u4ea6\u767c\u5e03 USB\uff08UserSimulationBenchmark\uff09\u4e92\u52d5\u5f0f\u96fb\u5546 GUI \u8ecc\u8de1\u6578\u64da\u96c6\uff1b\u5be6\u9a57\u7d50\u679c\u6307 RecVerse \u5728\u884c\u70ba\u5fe0\u5be6\u5ea6\u548c\u610f\u5716\u4e00\u81f4\u6027\u4e0a\u5747\u512a\u65bc\u73fe\u6709\u57fa\u7dda\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee5\u87a2\u5e55\u622a\u5716\u7406\u89e3\u96fb\u5546 GUI\uff0c\u751f\u6210\u591a\u8f2a\u8cfc\u7269\u884c\u70ba<\/li>\n<li>\u900f\u904e\u4e09\u5c64\u8a18\u61b6\u4fdd\u7559\u77ed\u671f\u7126\u9ede\u3001\u6703\u8a71\u7d93\u6b77\u548c\u7528\u6236\u504f\u597d<\/li>\n<li>\u7528\u5b8c\u6574\u8ecc\u8de1\u76ee\u6a19\u4fee\u6b63\u9010\u6b65\u6a21\u4eff\u5e36\u4f86\u7684\u4e0d\u81ea\u7136\u884c\u70ba<\/li>\n<li>USB \u63d0\u4f9b\u4e92\u52d5\u5f0f\u96fb\u5546 GUI \u8ecc\u8de1\u6578\u64da\u96c6<\/li>\n<li>\u53ef\u7528\u65bc\u63a8\u85a6\u7b56\u7565\u7684\u96e2\u7dda\u53ca\u53cd\u4e8b\u5be6\u6e2c\u8a66<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/arxiv.org\/pdf\/2608.20707\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>RecVerse\u4ee5\u5206\u5c64\u8a18\u61b6\u548c\u6574\u6bb5\u8ecc\u8de1\u8a13\u7df4\uff0c\u6a21\u64ec\u66f4\u8cbc\u8fd1\u771f\u4eba\u7684\u7db2\u4e0a\u8cfc\u7269\u6d41\u7a0b\u3002<\/p>\n","protected":false},"author":8,"featured_media":11381,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[171,116,119,127,149,189],"tags":[],"class_list":["post-11382","post","type-post","status-publish","format-standard","hentry","category-171","category-agentic","category-119","category-127","category-149","category-189"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11382","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=11382"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11382\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11381"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11382"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11382"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11382"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}