{"id":9636,"date":"2026-06-26T04:09:27","date_gmt":"2026-06-25T20:09:27","guid":{"rendered":"https:\/\/infernews.com\/blog\/official-code-for-quot-mobileforge-annotation-free-adaptation-for-mobile-gui-age\/"},"modified":"2026-06-26T04:13:20","modified_gmt":"2026-06-25T20:13:20","slug":"official-code-for-quot-mobileforge-annotation-free-adaptation-for-mobile-gui-age","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/official-code-for-quot-mobileforge-annotation-free-adaptation-for-mobile-gui-age\/","title":{"rendered":"MobileForge\uff1a\u624b\u6a5f GUI Agent \u8a13\u7df4\u65b0\u8def\u7dda"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/mobileforge-logo.jpg\" alt=\"MobileForge Logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">MobileForge \u662f\u4e00\u500b\u7528\u4f86\u8abf\u6574 mobile GUI agents \u7684\u7814\u7a76\u578b\u8a13\u7df4\u6846\u67b6\u3002\u5b83\u4e3b\u8981\u89e3\u6c7a\u624b\u6a5f\u64cd\u4f5c\u4ee3\u7406\u5f80\u5f80\u8981\u9760\u4eba\u5de5\u5beb\u4efb\u52d9\u3001\u793a\u7bc4\u6216\u734e\u52f5\u6a19\u7c64\uff0c\u6210\u672c\u9ad8\u53c8\u96e3\u5feb\u901f\u8f49\u53bb\u65b0 App \u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e38\u7528\u505a\u6cd5 human-written tasks\u3001demonstrations \u6216 reward labels \u53bb\u8a13\u7df4\uff0c\u4f5c\u8005\u8a8d\u70ba\u9019\u7a2e\u56fa\u5b9a\u7bc4\u5f0f\u6709\u5169\u500b\u9650\u5236\uff1a\u751f\u6210\u7684\u4efb\u52d9\u672a\u5fc5\u8cbc\u8fd1\u76ee\u6a19 App\uff0crollout \u53ea\u5f97\u5230\u7a00\u758f\u6210\u6557\u8a0a\u865f\uff0c\u4e5f\u5f88\u96e3\u8f49\u6210\u53ef\u91cd\u7528\u7684\u6b65\u9a5f\u7d1a\u5b78\u7fd2\u8a0a\u865f\u3002MobileForge \u7684\u8655\u7406\u65b9\u5f0f\u662f\u628a\u76ee\u6a19 App \u7684\u771f\u5be6\u4e92\u52d5\u4ea4\u7d66 MobileGym\uff0c\u5148\u505a\u63a2\u7d22\u3001\u62bd\u53d6 executable curricula\uff0c\u518d\u7528 HiFPO \u628a hints\u3001hierarchical trajectory feedback \u548c step-level GRPO training \u4e32\u6210\u4e00\u500b\u4e0d\u7528\u4efb\u52d9\u6a19\u8a3b\u7684\u8abf\u6574\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u53d6\u5411\u4e0d\u662f\u55ae\u9760\u66f4\u5927\u6a21\u578b\u786c\u63a8\u6210\u7e3e\uff0c\u800c\u662f\u91cd\u65b0\u6574\u7406\u8cc7\u6599\u4f86\u6e90\u8207\u8a13\u7df4\u55ae\u4f4d\uff1a\u4efb\u52d9\u4f86\u81ea target-app interaction\uff0c\u56de\u994b\u4e0d\u53ea\u770b\u6700\u5f8c\u6210\u529f\u8207\u5426\uff0c\u9084\u6703\u62c6\u6210 outcome labels\u3001process feedback \u548c corrective hints\u3002\u4ee3\u50f9\u4e5f\u5f88\u660e\u986f\uff0c\u6574\u500b\u6d41\u7a0b\u4f9d\u8cf4\u771f\u5be6 Android app \u4e92\u52d5\u74b0\u5883\uff0c\u90e8\u7f72\u8207\u6e2c\u8a66\u8f03\u50cf\u7814\u7a76\u5be6\u9a57\u7ba1\u7dda\uff0c\u800c\u4e0d\u662f\u88dd\u597d\u5373\u7528\u7684\u6d88\u8cbb\u7d1a\u5de5\u5177\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u64da\u9805\u76ee\u8f03\u5408\u7406\u7684\u7406\u89e3\u65b9\u5f0f\u662f\uff1a\u5148\u53d6\u7528\u4f5c\u8005\u91cb\u51fa\u7684 codebase\u3001HuggingFace models\u3001datasets \u8207 benchmark results\uff0c\u518d\u5728 Android \u4efb\u52d9\u74b0\u5883\u91cd\u8dd1 exploration\u3001rollout\u3001training\u3001evaluation \u5e7e\u500b\u90e8\u5206\u3002\u5b83\u8f03\u9069\u5408\u505a mobile agent \u7814\u7a76\u3001\u884c\u52d5\u81ea\u52d5\u5316\u3001GUI policy optimization \u7684\u5718\u968a\uff0c\u4e5f\u9069\u5408\u60f3\u6bd4\u8f03 annotation-free adaptation \u8207\u50b3\u7d71\u4eba\u5de5\u6a19\u8a3b\u6d41\u7a0b\u5dee\u7570\u7684\u4eba\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u985e\u578b\u5b9a\u4f4d<\/strong>\uff1a\u7814\u7a76\u578b\u6846\u67b6\uff0c\u6838\u5fc3\u662f annotation-free adaptation<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5\u9aa8\u5e79<\/strong>\uff1aMobileGym \u8ca0\u8cac\u63a2\u7d22\u8207\u4efb\u52d9\u751f\u6210\uff0cHiFPO \u8ca0\u8cac\u56de\u994b\u8f49\u8a13\u7df4\u8a0a\u865f<\/li>\n\n\n\n<li><strong>\u5df2\u516c\u958b\u6a21\u578b<\/strong>\uff1aGUI-Owl-1.5-8B\u3001Qwen3-VL-8B \u7684 MobileForge \u7248\u672c<\/li>\n\n\n\n<li><strong>\u7d50\u679c\u91cd\u9ede<\/strong>\uff1aGUI-Owl-1.5-8B \u5728 AndroidWorld \u9054\u5230 67.24% Pass@1\u300177.59% Pass@3\uff1bMobileWorld \u70ba 41.03% SR<\/li>\n\n\n\n<li><strong>\u53d6\u6368<\/strong>\uff1a\u6e1b\u5c11\u4eba\u5de5\u6a19\u8a3b\u4f9d\u8cf4\uff0c\u4f46\u9700\u8981\u8f03\u5b8c\u6574\u7684\u4e92\u52d5\u74b0\u5883\u8207\u5be6\u9a57\u6d41\u7a0b\u652f\u6301<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">MobileForge \u540c\u6642\u5c55\u793a in-domain AndroidWorld adaptation \u8207 out-of-domain MobileWorld GUI-only generalization\uff0c\u8868\u793a\u5b83\u4e0d\u53ea\u662f\u5728\u55ae\u4e00\u8cc7\u6599\u5206\u4f48\u5167\u8abf\u53c3\u3002\u5c0d\u60f3\u5efa\u7acb\u53ef\u9077\u79fb\u624b\u6a5f\u4ee3\u7406\u80fd\u529b\u7684\u5718\u968a\u4f86\u8aaa\uff0c\u9019\u500b\u9805\u76ee\u63d0\u4f9b\u7684\u50f9\u503c\u4e0d\u53ea\u662f\u6a21\u578b checkpoint\uff0c\u9084\u5305\u62ec\u4e00\u5957\u5982\u4f55\u628a\u771f\u5be6 App \u64cd\u4f5c\u75d5\u8de1\u8f49\u6210\u8a13\u7df4\u5faa\u74b0\u7684\u5177\u9ad4\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/kwai\/MobileForge\" rel=\"noopener noreferrer\">https:\/\/github.com\/kwai\/MobileForge<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9805\u76ee\u4e3b\u9801\uff1a<\/strong> <a href=\"https:\/\/mobile-forge.github.io\/\" rel=\"noopener noreferrer\">https:\/\/mobile-forge.github.io\/<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Model\uff1a<\/strong> <a href=\"https:\/\/huggingface.co\/collections\/lgy0404\/mobileforge-models\" rel=\"noopener\">https:\/\/huggingface.co\/collections\/lgy0404\/mobileforge-models<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>MobileForge \u60f3\u89e3\u6c7a\u624b\u6a5f GUI Agent \u592a\u4f9d\u8cf4\u4eba\u5de5\u6a19\u8a3b\u7684\u8001\u554f\u984c\u3002\u5b83\u628a\u771f\u5be6 App \u4e92\u52d5\u8b8a\u6210\u8a13\u7df4\u8cc7\u6599\u8207\u56de\u994b\u6d41\u7a0b\u3002<\/p>\n","protected":false},"author":8,"featured_media":9635,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,171,185,116,38,76,127,196,197,199],"tags":[],"class_list":["post-9636","post","type-post","status-publish","format-standard","hentry","category-133","category-171","category-qwen","category-agentic","category-38","category-76","category-127","category-196","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9636","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=9636"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9636\/revisions"}],"predecessor-version":[{"id":9640,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9636\/revisions\/9640"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9635"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9636"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9636"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9636"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}