{"id":8536,"date":"2026-05-27T17:18:11","date_gmt":"2026-05-27T09:18:11","guid":{"rendered":"https:\/\/infernews.com\/blog\/a-verifiable-and-scalable-simulation-environment-for-mobile-gui-agent-research\/"},"modified":"2026-05-27T17:21:06","modified_gmt":"2026-05-27T09:21:06","slug":"a-verifiable-and-scalable-simulation-environment-for-mobile-gui-agent-research","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/a-verifiable-and-scalable-simulation-environment-for-mobile-gui-agent-research\/","title":{"rendered":"MobileGym\uff1a\u624b\u6a5f\u64cd\u4f5c\u6e2c\u8a66\u642c\u5230\u700f\u89bd\u5668"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/teaser-ba2b4a3e2eec.jpg\" alt=\"MobileGym \u2014 Program Mobile Worlds. Train GUI Agents. Verify by State. A verifiable and highly parallel simulation platfo\" \/><\/figure>\n<p>MobileGym \u662f\u4e00\u500b\u653e\u5728\u700f\u89bd\u5668\u5167\u904b\u884c\u7684\u624b\u6a5f\u6a21\u64ec\u74b0\u5883\uff0c\u91cd\u9ede\u4e0d\u662f\u505a\u51fa\u4e00\u90e8\u300c\u50cf\u771f\u624b\u6a5f\u300d\uff0c\u800c\u662f\u8b93\u7814\u7a76\u8005\u53ef\u4ee5\u7a69\u5b9a\u6e2c\u8a66\u624b\u6a5f\u64cd\u4f5c\u4ee3\u7406\u3002\u5b83\u91dd\u5c0d\u771f\u6a5f\u8207\u6a21\u64ec\u5668\u5e38\u898b\u7684\u96e3\u984c\uff0c\u4f8b\u5982\u72c0\u614b\u96e3\u4ee5\u91cd\u73fe\u3001\u8a55\u5206\u4e0d\u7a69\u3001\u6210\u672c\u9ad8\uff0c\u63d0\u4f9b\u4e00\u5957\u8f03\u53ef\u63a7\u7684\u505a\u6cd5\u3002<\/p>\n<p>\u4f7f\u7528\u76f8\u7576\u76f4\u63a5\uff1a\u5148\u958b\u555f\u6a21\u64ec\u74b0\u5883\uff0c\u518d\u628a\u4ee3\u7406\u63a5\u4e0a\u53bb\u57f7\u884c\u4efb\u52d9\uff0c\u4e4b\u5f8c\u7528\u5167\u5efa\u8a55\u5206\u51fd\u5f0f\u6aa2\u67e5\u6709\u6c92\u6709\u5b8c\u6210\u76ee\u6a19\u3002\u9019\u500b\u9805\u76ee\u63d0\u4f9b 28 \u500b\u6a21\u64ec app\u3001416 \u500b\u4efb\u52d9\u6a21\u677f\uff0c\u4e5f\u652f\u63f4\u628a\u6574\u500b\u74b0\u5883\u72c0\u614b\u5b58\u6210 JSON\uff0c\u65b9\u4fbf\u91cd\u8a2d\u3001\u6bd4\u8f03\u8207\u91cd\u8dd1\u540c\u4e00\u7d44\u6e2c\u8a66\u3002<\/p>\n<p>MobileGym \u5728\u300c\u7d50\u679c\u9a57\u8b49\u300d\u4e0d\u9760\u6a21\u7cca\u6587\u5b57\u6bd4\u5c0d\uff0c\u4e5f\u4e0d\u4f9d\u8cf4\u8996\u89ba\u6a21\u578b\u505a\u4eba\u624b\u5473\u5f88\u91cd\u7684\u5224\u65b7\uff0c\u800c\u662f\u76f4\u63a5\u6aa2\u67e5\u7d50\u69cb\u5316\u72c0\u614b\u3002\u9019\u4ee3\u8868\u7cfb\u7d71\u4e0d\u6b62\u80fd\u77e5\u9053\u4efb\u52d9\u662f\u5426\u6210\u529f\uff0c\u9084\u80fd\u767c\u73fe\u526f\u4f5c\u7528\uff0c\u4f8b\u5982\u932f\u8aa4\u8ffd\u8e64\u4e86\u67d0\u500b\u5e33\u6236\uff0c\u6216\u8aa4\u767c\u8a0a\u606f\uff0c\u9019\u985e\u60c5\u6cc1\u5728\u771f\u6a5f\u6d41\u7a0b\u5f80\u5f80\u8f03\u96e3\u5b8c\u6574\u770b\u898b\u3002<\/p>\n<ul>\n<li>\u652f\u63f4 256 \u500b\u4e26\u884c\u5be6\u4f8b\uff0c\u540c\u4e00\u53f0\u4f3a\u670d\u5668\u53ef\u540c\u6642\u8dd1\u5927\u91cf\u6e2c\u8a66<\/li>\n<li>\u6bcf\u500b\u5be6\u4f8b\u7d04 400 MB \u8a18\u61b6\u9ad4\uff0c\u51b7\u555f\u52d5\u7d04 3 \u79d2<\/li>\n<li>\u8a55\u5206\u70ba\u53ef\u7a0b\u5f0f\u5316\u4e14\u5177\u6c7a\u5b9a\u6027\uff0c\u5b98\u65b9\u7a31\u53ef\u9054\u4e9e\u6beb\u79d2\u7d1a<\/li>\n<li>\u5df2\u5c55\u793a\u6a21\u64ec\u5230\u771f\u6a5f\u7684\u8f49\u79fb\u6548\u679c\uff0c\u4fdd\u7559\u7d04 95.1% \u7684\u8a13\u7df4\u589e\u76ca<\/li>\n<\/ul>\n<p>\u6027\u80fd\u6578\u5b57\u662f\u9019\u500b\u9805\u76ee\u7684\u53e6\u4e00\u500b\u8ce3\u9ede\uff1a\u5b98\u65b9\u8cc7\u6599\u6307 256 \u500b\u4efb\u52d9\u7684\u5b8c\u6574\u8a55\u4f30\u53ef\u5728\u7d04 6 \u5206\u9418\u5b8c\u6210\uff0c\u800c\u4e14 CPU \u4f54\u7528\u4e0d\u9ad8\u3002\u5c0d\u9700\u8981\u53cd\u8986\u8a13\u7df4\u3001\u6bd4\u8f03\u4e0d\u540c\u7b56\u7565\u6216\u6a21\u578b\u7684\u4eba\uff0c\u4f8b\u5982 Qwen3-VL-4B \u642d\u914d GRPO \u9019\u985e\u6d41\u7a0b\uff0c\u9019\u7a2e\u53ef\u4e26\u884c\u3001\u53ef\u91cd\u73fe\u7684\u8a2d\u8a08\u6bd4\u55ae\u9760\u771f\u6a5f\u6e2c\u8a66\u66f4\u5be6\u969b\u3002<\/p>\n<p>\u6574\u9ad4\u4f86\u770b\uff0cMobileGym \u9069\u5408\u505a\u624b\u6a5f GUI \u4ee3\u7406\u7814\u7a76\u3001\u8a55\u6e2c\u6d41\u7a0b\u8a2d\u8a08\uff0c\u4ee5\u53ca\u5f37\u5316\u5b78\u7fd2\u8a13\u7df4\u9a57\u8b49\u3002\u5b83\u672a\u5fc5\u53d6\u4ee3\u771f\u6a5f\uff0c\u4f46\u4f5c\u70ba\u524d\u671f\u8fed\u4ee3\u8207\u5927\u898f\u6a21\u8a55\u4f30\u5e73\u53f0\uff0c\u5b9a\u4f4d\u5341\u5206\u660e\u78ba\uff1b\u5c24\u5176\u7576\u4f60\u91cd\u8996\u53ef\u91cd\u73fe\u6027\u3001\u6210\u672c\u63a7\u5236\uff0c\u4ee5\u53ca\u80fd\u5426\u6e05\u695a\u77e5\u9053\u4ee3\u7406\u5230\u5e95\u505a\u5c0d\u4e86\u751a\u9ebc\u3001\u53c8\u505a\u932f\u4e86\u751a\u9ebc\uff0c\u9019\u500b\u9805\u76ee\u503c\u5f97\u7559\u610f\u3002<\/p>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/Purewhiter\/mobilegym\" rel=\"noopener noreferrer\">https:\/\/github.com\/Purewhiter\/mobilegym<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9805\u76ee\u628a\u624b\u6a5f\u64cd\u4f5c\u6e2c\u8a66\u642c\u5230\u700f\u89bd\u5668\uff0c\u91cd\u9ede\u662f\u53ef\u91cd\u8a2d\u3001\u53ef\u9a57\u8b49\u3001\u53c8\u80fd\u5927\u898f\u6a21\u4e26\u884c\u3002\u5c0d\u7814\u7a76\u624b\u6a5f GUI \u4ee3\u7406\u7684\u4eba\u4f86\u8aaa\uff0c\u65b9\u5411\u76f8\u7576\u6e05\u6670\u3002<\/p>\n","protected":false},"author":8,"featured_media":8535,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[133,164,195,197],"tags":[],"class_list":["post-8536","post","type-post","status-publish","format-standard","hentry","category-133","category-164","category-195","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8536","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=8536"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8536\/revisions"}],"predecessor-version":[{"id":8540,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8536\/revisions\/8540"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8535"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8536"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8536"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8536"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}