{"id":11812,"date":"2026-09-02T19:22:41","date_gmt":"2026-09-02T11:22:41","guid":{"rendered":"https:\/\/infernews.com\/blog\/ui-venus-is-a-general-purpose-foundation-gui-agent-for-mobile-apps-web-platforms\/"},"modified":"2026-09-02T19:23:07","modified_gmt":"2026-09-02T11:23:07","slug":"ui-venus-is-a-general-purpose-foundation-gui-agent-for-mobile-apps-web-platforms","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/ui-venus-is-a-general-purpose-foundation-gui-agent-for-mobile-apps-web-platforms\/","title":{"rendered":"UI-Venus\uff1a\u591a\u5e73\u53f0\u4ecb\u9762\u7684\u9ad8\u6027\u80fd\u4ee3\u7406"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-3a2b984ceb06.jpg\" alt=\"UI-Venus Performance Across Datasets\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">UI-Venus \u662f\u4e00\u500b GUI agent\uff0c\u76f4\u63a5\u9762\u5411\u624b\u6a5f\u3001\u684c\u9762\u548c\u7db2\u9801\u4ecb\u9762\uff0c\u76ee\u6a19\u662f\u89e3\u6c7a\u770b\u5f97\u61c2\u756b\u9762\u3001\u9ede\u5f97\u6e96\u4f4d\u7f6e\u3001\u53c8\u80fd\u6cbf\u8457\u591a\u6b65\u9a5f\u6d41\u7a0b\u5b8c\u6210\u4efb\u52d9\u9019\u5e7e\u500b\u5361\u4f4d\u3002\u5b83\u628a Reinforcement Fine-Tuning\uff08RFT\uff09\u653e\u9032\u8a13\u7df4\u6d41\u7a0b\uff0c\u4ee4\u52d5\u4f5c\u9810\u6e2c\u4e0d\u53ea\u662f\u8b58\u5224\u65b7\uff0c\u4ef2\u53ef\u4ee5\u9023\u4f4f\u74b0\u5883\u56de\u994b\u53bb\u4fee\u6b63\u4e0b\u4e00\u6b65\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u63d0\u4f9b 7B \u540c 72B \u5169\u500b checkpoint\uff0c\u4ea6\u4ea4\u4ee3\u5497\u8a55\u4f30\u6d41\u7a0b\u540c\u63a8\u7406\u8173\u672c\uff0c\u65b9\u4fbf\u6309\u622a\u5716\u3001\u6a19\u8a3b\u6a94\u540c\u6a21\u578b\u8def\u5f91\u53bb\u505a\u6e2c\u8a66\u3002\u4e0d\u904e\u539f\u59cb\u8cc7\u6599\u672a\u63d0\u4f9b\u5b8c\u6574\u5b89\u88dd\u7d30\u7bc0\u540c\u5be6\u969b\u90e8\u7f72\u6b65\u9a5f\uff0c\u8f03\u5408\u7406\u7684\u7406\u89e3\u4fc2\u5148\u7528\u5b83\u7684\u63a8\u7406\u8207\u8a55\u4f30\u6d41\u7a0b\u9a57\u8b49\u5728 ScreenSpot-Pro\u3001OS-World-G\u3001AndroidWorld \u7b49\u57fa\u6e96\u4e0a\u7684\u884c\u70ba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u8ce3\u9ede\u4e0d\u53ea\u662f\u8b58\u8fa8\u8a8d\u4ecb\u9762\u5143\u4ef6\uff0c\u800c\u4fc2\u628a credit assignment \u653e\u5230\u9577\u93c8\u8def\u4efb\u52d9\u5165\u9762\u8655\u7406\uff0c\u4ee4\u4ee3\u7406\u5728\u9023\u7e8c\u64cd\u4f5c\u6642\u8f03\u6613\u5c0d\u9f4a\u76ee\u6a19\u3002\u5b98\u65b9\u8072\u7a31\u5b83\u5728 AndroidWorld\u3001ScreenSpot-v2\u3001UI-Vision \u540c\u76f8\u95dc\u8de8\u5e73\u53f0\u57fa\u6e96\u6709\u7af6\u722d\u529b\uff0c\u5c0d\u9700\u8981\u81ea\u52d5\u5316\u64cd\u4f5c\u3001\u754c\u9762\u5c0e\u822a\u540c\u8907\u96dc\u4efb\u52d9\u62c6\u89e3\u5605\u5718\u968a\u6703\u8f03\u6709\u5438\u5f15\u529b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91dd\u5c0d GUI \u7406\u89e3\u540c action prediction\uff0c\u8986\u84cb mobile\u3001desktop\u3001web \u4e09\u985e\u5834\u666f<\/li>\n<li>\u4ee5 350K \u9ad8\u8cea\u91cf\u3001\u5c08\u696d\u6a19\u8a3b\u6a23\u672c\u8a13\u7df4\uff0c\u4e26\u52a0\u5165 RFT<\/li>\n<li>\u63d0\u4f9b 7B \u8207 72B checkpoint\uff0c\u4ee5\u53ca\u8a55\u4f30\u548c\u63a8\u7406\u8173\u672c<\/li>\n<li>\u5f37\u8abf\u9577\u6d41\u7a0b\u4efb\u52d9\u7684 credit assignment\uff0c\u9069\u5408\u591a\u6b65\u9a5f\u4e92\u52d5\u5de5\u4f5c<\/li>\n<li>\u57fa\u6e96\u8868\u73fe\u8986\u84cb AndroidWorld\u3001ScreenSpot-Pro\u3001OS-World-G \u7b49\u9805\u76ee<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u8981\u505a\u4ecb\u9762\u4ee3\u7406\u3001\u624b\u6a5f\u81ea\u52d5\u5316\u3001\u7db2\u9801\u64cd\u4f5c\u6216\u684c\u9762\u5de5\u4f5c\u6d41\u6574\u5408\u7684\u5718\u968a\uff0cUI-Venus \u6bd4\u8f03\u50cf\u4e00\u500b\u53ef\u4ee5\u76f4\u63a5\u62ff\u53bb\u8a55\u4f30\u80fd\u529b\u908a\u754c\u7684\u57fa\u790e\u6a21\u578b\u3002\u5b83\u7684\u9650\u5236\u4ea6\u6e05\u695a\uff1a\u539f\u59cb\u8cc7\u6599\u672a\u4ea4\u4ee3\u5b8c\u6574\u5b89\u88dd\u8207\u843d\u5730\u6d41\u7a0b\uff0c\u5be6\u969b\u63a5\u5165\u6642\u4ecd\u8981\u6309\u4f60\u624b\u4e0a\u7684\u74b0\u5883\u3001\u4ecb\u9762\u985e\u578b\u540c\u4efb\u52d9\u96e3\u5ea6\u518d\u505a\u9a57\u8b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/ui-venus.github.io\/UI-Venus-2\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/inclusionAI\/UI-Venus\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/collections\/inclusionAI\/ui-venus\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>UI-Venus \u662f\u4e00\u500b\u91dd\u5c0d\u624b\u6a5f\u3001\u684c\u9762\u548c\u7db2\u9801\u4ecb\u9762\u7684 GUI agent\uff0c\u91cd\u9ede\u8655\u7406\u8996\u89ba\u5b9a\u4f4d\u8207\u4e92\u52d5\u5c0e\u822a\u3002\u5b83\u7528 35 \u842c\u7b46\u5c08\u696d\u6a19\u8a3b\u8cc7\u6599\u548c RFT \u63d0\u5347\u9577\u6d41\u7a0b\u64cd\u4f5c\u8207\u8de8\u5e73\u53f0\u6cdb\u5316\u3002<\/p>\n","protected":false},"author":8,"featured_media":11811,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,116,76,127,209],"tags":[],"class_list":["post-11812","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-76","category-127","category-ui-ux"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11812","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=11812"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11812\/revisions"}],"predecessor-version":[{"id":11814,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11812\/revisions\/11814"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11811"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11812"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11812"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11812"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}