{"id":26842,"date":"2025-09-02T14:42:43","date_gmt":"2025-09-02T06:42:43","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26842"},"modified":"2025-09-02T14:42:43","modified_gmt":"2025-09-02T06:42:43","slug":"%e6%80%a7%e8%83%bd%e9%80%bc%e8%bf%91%e9%97%ad%e6%ba%90%e6%9c%80%e5%bc%ba%ef%bc%8c%e9%80%9a%e4%b9%89%e5%ae%9e%e9%aa%8c%e5%ae%a4%e5%bc%80%e6%ba%90mobile-agent-v3%e5%88%b7%e6%96%b010%e9%a1%b9gui%e5%9f%ba","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/09\/02\/26842\/","title":{"rendered":"\u6027\u80fd\u903c\u8fd1\u95ed\u6e90\u6700\u5f3a\uff0c\u901a\u4e49\u5b9e\u9a8c\u5ba4\u5f00\u6e90Mobile-Agent-v3\u5237\u65b010\u9879GUI\u57fa\u51c6SOTA"},"content":{"rendered":"<div class=\"article-desc\">\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u4e91\u73af\u5883\u7684\u5168\u94fe\u8def\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\u00a0\u2014\u2014 \u5b83\u65e2\u662f\u5f53\u524d\u6700\u5f3a\u7684\u5f00\u6e90\u5355\u4f53 GUI Agent 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src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/24c395e472390bc5d7867138b444e95757688b.png\" width=\"1080\" height=\"439\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/24c395e472390bc5d7867138b444e95757688b.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/24c395e472390bc5d7867138b444e95757688b-300x122.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/24c395e472390bc5d7867138b444e95757688b-1024x416.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/24c395e472390bc5d7867138b444e95757688b-150x61.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/24c395e472390bc5d7867138b444e95757688b-768x312.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" 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style=\"--dominant-color: #d2cdd3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26845\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a779c14973197d3347c30731bd828725b264b6.jpg\" width=\"1080\" height=\"1031\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a779c14973197d3347c30731bd828725b264b6.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a779c14973197d3347c30731bd828725b264b6-300x286.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a779c14973197d3347c30731bd828725b264b6-1024x978.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a779c14973197d3347c30731bd828725b264b6-150x143.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/a779c14973197d3347c30731bd828725b264b6-768x733.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u4e91\u73af\u5883\u7684\u5168\u94fe\u8def\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\u00a0\u2014\u2014 \u5b83\u65e2\u662f\u5f53\u524d\u6700\u5f3a\u7684\u5f00\u6e90\u5355\u4f53 GUI Agent \u6a21\u578b\uff0c\u4e5f\u5305\u542b\u4e3a\u5176\u6df1\u5ea6\u4f18\u5316\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\u3002\u6211\u4eec\u901a\u8fc7\u642d\u5efa\u8986\u76d6 Android\u3001Ubuntu\u3001macOS\u3001Windows 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https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/f48873946f108e28c9e2422af840769b2c944a-300x175.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/f48873946f108e28c9e2422af840769b2c944a-1024x596.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/f48873946f108e28c9e2422af840769b2c944a-150x87.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/f48873946f108e28c9e2422af840769b2c944a-768x447.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u6574\u4e2a\u6d41\u7a0b\u7684\u6838\u5fc3\u662f\u8ba9\u6a21\u578b\u5728\u5b9e\u8df5\u4e2d\u81ea\u6211\u6210\u957f\u3002 \u9996\u5148\uff0c\u7cfb\u7edf\u4f1a\u5728\u8986\u76d6 Android\u3001Ubuntu\u3001macOS \u548c Windows 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Tree\uff09\u4e0e\u6df1\u5ea6\u641c\u7d22\u94fe\u6765\u6316\u6398\u590d\u6742\u8f6f\u4ef6\u7684\u64cd\u4f5c\u8def\u5f84\uff0c\u786e\u4fdd\u751f\u6210\u7684\u4efb\u52a1\u65e2\u771f\u5b9e\u53c8\u53ef\u63a7\u3002<\/p>\n<p>\u6709\u4e86\u4efb\u52a1\uff0cGUI-Owl \u6a21\u578b\u548c Mobile-Agent-v3 \u6846\u67b6\u4fbf\u5f00\u59cb\u5728\u865a\u62df\u73af\u5883\u4e2d\u6267\u884c\u64cd\u4f5c\uff0c\u4ea7\u51fa\u5b8c\u6574\u7684\u4ea4\u4e92\u8f68\u8ff9\u3002\u7136\u800c\uff0c\u5e76\u975e\u6240\u6709\u8f68\u8ff9\u90fd\u662f\u5b8c\u7f8e\u7684\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u7cbe\u5bc6\u7684\u8f68\u8ff9\u6b63\u786e\u6027\u8bc4\u4f30\u6a21\u5757\u4f1a\u4ecb\u5165\uff0c\u5b83\u5305\u542b\u4e00\u4e2a\u300cStep-Level Critic\u300d\uff0c\u80fd\u7ec6\u81f4\u5206\u6790\u6bcf\u4e00\u6b65\u64cd\u4f5c\u524d\u540e\u7684\u754c\u9762\u53d8\u5316\uff0c\u5224\u65ad\u5176\u6709\u6548\u6027\uff1b\u8fd8\u6709\u4e00\u4e2a\u300cTrajectory-Level Critic\u300d\uff0c\u91c7\u7528\u7eaf\u6587\u672c\u548c\u591a\u6a21\u6001\u53cc\u901a\u9053\u673a\u5236\uff0c\u4ece\u5168\u5c40\u89c6\u89d2\u8bc4\u4f30\u6574\u4e2a\u4efb\u52a1\u662f\u5426\u6210\u529f\u3002\u53ea\u6709\u901a\u8fc7\u53cc\u91cd\u6821\u9a8c\u7684\u8f68\u8ff9\u624d\u4f1a\u88ab\u91c7\u7eb3\u3002<\/p>\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u6a21\u578b\u53cd\u590d\u5c1d\u8bd5\u4f9d\u65e7\u5931\u8d25\u7684\u56f0\u96be\u4efb\u52a1\uff0c\u7cfb\u7edf\u8fd8\u4f1a\u542f\u52a8\u56f0\u96be\u4efb\u52a1\u6307\u5357\u751f\u6210\u6a21\u5757\u3002\u5b83\u4f1a\u5206\u6790\u5df2\u6709\u7684\u6210\u529f\u8f68\u8ff9\uff08\u53ef\u80fd\u6765\u81ea\u4eba\u5de5\u6216\u5176\u4ed6\u6a21\u578b\uff09\uff0c\u7528 VLM \u63d0\u70bc\u51fa\u6bcf\u4e00\u6b65\u7684\u5173\u952e\u52a8\u4f5c\u63cf\u8ff0\uff0c\u5e76\u7531 LLM \u603b\u7ed3\u6210\u4e00\u4efd\u300c\u901a\u5173\u653b\u7565\u300d\u3002\u8fd9\u4efd\u6307\u5357\u5c06\u5728\u540e\u7eed\u5c1d\u8bd5\u4e2d\u4f5c\u4e3a\u63d0\u793a\uff0c\u6709\u6548\u63d0\u9ad8\u6210\u529f\u7387\u3002\u6700\u540e\uff0c\u6240\u6709\u7ecf\u8fc7\u7b5b\u9009\u548c\u5f3a\u5316\u7684\u4f18\u8d28\u8f68\u8ff9\u6570\u636e\uff0c\u90fd\u4f1a\u88ab\u7528\u4e8e\u5bf9 GUI-Owl \u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\uff0c\u8ba9\u6a21\u578b\u7684\u80fd\u529b\u5728\u771f\u5b9e\u4ea4\u4e92\u4e2d\u7a33\u6b65\u589e\u5f3a\uff0c\u6700\u7ec8\u5b9e\u73b0\u771f\u6b63\u7684\u81ea\u6211\u8fdb\u5316\u3002<\/p>\n<h4>\u4eae\u70b9\u4e8c\uff1a\u5168\u6808 GUI \u80fd\u529b\u6784\u5efa<\/h4>\n<h4>\u4ece\u300c\u770b\u5f97\u61c2\u300d\u5230\u300c\u60f3\u5f97\u5168\u300d\u5230\u300c\u505a\u5f97\u51c6\u300d<\/h4>\n<p>GUI-Owl \u5728\u5b89\u5353\u548c\u684c\u9762\u4e24\u7aef\u540c\u65f6\u62ff\u4e0b\u00a0SOTA\uff0c\u5173\u952e\u5728\u4e8e\u6211\u4eec\u4e3a\u5176\u6784\u5efa\u4e86\u5168\u6808\u5f0f\u7684 GUI \u80fd\u529b\uff0c\u786e\u4fdd\u5b83\u4e0d\u4ec5\u300c\u770b\u5f97\u61c2\u300d\uff0c\u66f4\u80fd\u300c\u60f3\u5f97\u5168\u300d\u3001\u300c\u505a\u5f97\u51c6\u300d\uff0c\u5e76\u5177\u5907\u5929\u7136\u7684\u6cdb\u5316\u4e0e\u9002\u914d\u80fd\u529b\u3002<\/p>\n<p>\u9996\u5148\u662f\u6781\u81f4\u7684 UI \u5143\u7d20\u5b9a\u4f4d\uff08Grounding\uff09\u80fd\u529b\u3002 \u4e3a\u4e86\u8ba9\u6a21\u578b\u7cbe\u51c6\u627e\u5230\u5c4f\u5e55\u4e0a\u7684\u76ee\u6807\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u6db5\u76d6\u529f\u80fd\u3001\u5916\u89c2\u3001\u5e03\u5c40\u7b49\u591a\u7ef4\u4fe1\u606f\u7684\u590d\u5408\u578b Grounding \u6570\u636e\u96c6\u3002\u6211\u4eec\u4e0d\u4ec5\u878d\u5408\u4e86 InternVL\u3001UI-Vision \u7b49\u591a\u4e2a\u4e3b\u6d41\u5f00\u6e90\u6570\u636e\u96c6\uff0c\u8fd8\u521b\u65b0\u5730\u5229\u7528 Accessibility Tree \u81ea\u52a8\u751f\u6210\u5e26\u6709\u529f\u80fd\u63cf\u8ff0\u7684\u6807\u6ce8\u6570\u636e\uff0c\u5e76\u8f85\u4ee5\u591a\u6a21\u6001\u6a21\u578b\u8865\u5168\u5916\u89c2\u548c\u5e03\u5c40\u4fe1\u606f\u3002<\/p>\n<p>\u7279\u522b\u9488\u5bf9\u5143\u7d20\u5bc6\u96c6\u7684 PC \u754c\u9762\uff0c\u6211\u4eec\u5f00\u521b\u6027\u5730\u4f7f\u7528 SAM \u5bf9\u622a\u56fe\u8fdb\u884c\u5b50\u533a\u57df\u5206\u5272\uff0c\u518d\u8ba9 MLLM \u5728\u5c0f\u8303\u56f4\u5185\u8fdb\u884c\u7cbe\u7ec6\u5b9a\u4f4d\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u5b9a\u4f4d\u96be\u9898\u3002\u6240\u6709\u6570\u636e\u90fd\u7ecf\u8fc7\u4e25\u683c\u6e05\u6d17\uff0c\u5305\u62ec\u4e0e Omniiparser V2 \u7684\u68c0\u6d4b\u7ed3\u679c\u8fdb\u884c\u6bd4\u5bf9\u7b5b\u9009\uff0c\u5e76\u7528 LLM \u5c06\u751f\u786c\u7684\u6307\u4ee4\u6539\u5199\u5f97\u66f4\u81ea\u7136\uff0c\u786e\u4fdd\u4e86\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u4e0e\u771f\u5b9e\u6027\u3002<\/p>\n<p><img data-dominant-color=\"ccd2cf\" data-has-transparency=\"false\" style=\"--dominant-color: #ccd2cf;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26847\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/61cc6da4225757cdab9548ea8a06ddabb143a9.png\" width=\"1080\" height=\"641\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/61cc6da4225757cdab9548ea8a06ddabb143a9.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/61cc6da4225757cdab9548ea8a06ddabb143a9-300x178.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/61cc6da4225757cdab9548ea8a06ddabb143a9-1024x608.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/61cc6da4225757cdab9548ea8a06ddabb143a9-150x89.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/61cc6da4225757cdab9548ea8a06ddabb143a9-768x456.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>\u5176\u6b21\u662f\u6df1\u5ea6\u7684\u957f\u4efb\u52a1\u89c4\u5212\uff08Task Planning\uff09\u4e0e\u52a8\u4f5c\u8bed\u4e49\u7406\u89e3\uff08Action Semantics\uff09\u3002 \u4e3a\u4e86\u5e94\u5bf9\u590d\u6742\u4efb\u52a1\uff0cGUI-Owl \u7684\u89c4\u5212\u80fd\u529b\u6765\u81ea\u4e24\u4e2a\u65b9\u9762\uff1a\u4e00\u65b9\u9762\uff0c\u5b83\u80fd\u4ece\u5386\u53f2\u6210\u529f\u8f68\u8ff9\u4e2d\u300c\u84b8\u998f\u300d\u51fa\u7ecf\u9a8c\uff0c\u5f62\u6210\u53ef\u590d\u7528\u7684\u4efb\u52a1\u6267\u884c\u624b\u518c\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u4e5f\u4ece Qwen3-235B \u8fd9\u6837\u7684\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u4e2d\u5b66\u4e60\u8de8\u5e94\u7528\u3001\u8de8\u529f\u80fd\u7684\u901a\u7528\u89c4\u5212\u77e5\u8bc6\uff0c\u4f7f\u5176\u9762\u5bf9\u5168\u65b0\u573a\u666f\u4e5f\u80fd\u4ece\u5bb9\u5236\u5b9a\u8ba1\u5212\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6a21\u578b\u901a\u8fc7\u5b66\u4e60\u6d77\u91cf\u7684\u300c\u64cd\u4f5c\u524d \/ \u540e\u300d\u622a\u56fe\u5bf9\u6bd4\uff0c\u6df1\u523b\u7406\u89e3\u4e86\u6bcf\u4e2a\u52a8\u4f5c\u4e0e\u754c\u9762\u72b6\u6001\u53d8\u5316\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u771f\u6b63\u505a\u5230\u4e86\u77e5\u5176\u7136\uff0c\u66f4\u77e5\u5176\u6240\u4ee5\u7136\u3002<\/p>\n<p>\u6700\u540e\uff0c\u6211\u4eec\u4e3a\u5176\u6ce8\u5165\u4e86\u5f3a\u5927\u7684\u7a33\u5065\u63a8\u7406\uff08Robust Reasoning\uff09\u4e0e\u6cdb\u5316\u9002\u914d\u80fd\u529b\u3002 GUI-Owl \u4e0d\u53ea\u662f\u673a\u68b0\u5730\u6a21\u4eff\u64cd\u4f5c\uff0c\u800c\u662f\u7406\u89e3\u5176\u80cc\u540e\u7684\u51b3\u7b56\u903b\u8f91\u3002\u6211\u4eec\u5f00\u521b\u6027\u5730\u4ece Mobile-Agent-v3 \u591a\u667a\u80fd\u4f53\u6846\u67b6\u4e2d\u84b8\u998f\u63a8\u7406\u6570\u636e\uff0c\u8ba9\u5355\u4e00\u6a21\u578b\u5b66\u4f1a\u4ece\u7ba1\u7406\u8005\u3001\u6267\u884c\u8005\u3001\u53cd\u601d\u8005\u7b49\u591a\u4e2a\u89d2\u8272\u7684\u89c6\u89d2\u8fdb\u884c\u601d\u8003\uff0c\u663e\u8457\u51cf\u5c11\u4e86\u51b3\u7b56\u76f2\u533a\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u7ed3\u5408\u79bb\u7ebf\u63d0\u793a\u5f0f\u62d2\u7edd\u91c7\u6837\u548c\u8fed\u4ee3\u5f0f\u7684\u5728\u7ebf\u8bad\u7ec3\uff0c\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u5728\u771f\u5b9e\u4efb\u52a1\u4e2d\u88ab\u53cd\u590d\u6253\u78e8\u548c\u9a8c\u8bc1\u3002\u8fd9\u79cd\u5168\u9762\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u4f7f\u5f97 GUI-Owl \u4e0d\u518d\u662f\u4e3a\u67d0\u4e2a\u7279\u5b9a\u6846\u67b6\u300c\u5b9a\u5236\u300d\u7684\uff0c\u800c\u662f\u5929\u7136\u5177\u5907\u4e86\u8de8\u73af\u5883\u3001\u8de8\u89d2\u8272\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p>\u5b9e\u9a8c\u8bc1\u660e\uff0c\u5373\u4f7f\u5c06\u5176\u300c\u5373\u63d2\u5373\u7528\u300d\u5230\u4ece\u672a\u8bad\u7ec3\u8fc7\u7684\u7b2c\u4e09\u65b9 Agent \u6846\u67b6\u4e2d\uff0c\u5176\u6027\u80fd\u4f9d\u65e7\u8fdc\u8d85\u5176\u4ed6\u4e13\u7528\u6216\u901a\u7528\u6a21\u578b\u3002<\/p>\n<p><img data-dominant-color=\"eff0f0\" data-has-transparency=\"false\" style=\"--dominant-color: #eff0f0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26848\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/213b77c391523c90b6550577a7cf80d3a86726.png\" width=\"1080\" height=\"355\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/213b77c391523c90b6550577a7cf80d3a86726.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/213b77c391523c90b6550577a7cf80d3a86726-300x99.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/213b77c391523c90b6550577a7cf80d3a86726-1024x337.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/213b77c391523c90b6550577a7cf80d3a86726-150x49.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/213b77c391523c90b6550577a7cf80d3a86726-768x252.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<h4>\u4eae\u70b9\u4e09\uff1a\u53ef\u6269\u5c55\u73af\u5883\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09<\/h4>\n<h4>\u8ba9\u6a21\u578b\u300c\u66f4\u7a33\u3001\u66f4\u806a\u660e\u3001\u66f4\u8d34\u8fd1\u771f\u5b9e\u4f7f\u7528\u300d<\/h4>\n<p>\u4ec5\u9760\u79bb\u7ebf\u6570\u636e\u8fd8\u4e0d\u8db3\u4ee5\u8ba9\u4e00\u4e2a GUI Agent \u5728\u771f\u5b9e\u73af\u5883\u4e2d\u957f\u671f\u7a33\u5b9a\u8fd0\u884c\uff0c\u5b83\u9700\u8981\u771f\u6b63\u300c\u6ce1\u5728\u73af\u5883\u91cc\u300d\u8fb9\u505a\u8fb9\u5b66\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u4e13\u95e8\u4e3a GUI-Owl \u8bbe\u8ba1\u4e86\u4e00\u5957\u53ef\u6269\u5c55\u7684\u73af\u5883\u7ea7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u4f53\u7cfb\uff0c\u65e8\u5728\u8ba9\u6a21\u578b\u300c\u66f4\u7a33\u3001\u66f4\u806a\u660e\u3001\u66f4\u8d34\u8fd1\u771f\u5b9e\u4f7f\u7528\u300d\u3002<\/p>\n<p>\u6211\u4eec\u7684 RL \u8bad\u7ec3\u57fa\u7840\u8bbe\u65bd\u5728\u8bbe\u8ba1\u4e0a\u517c\u987e\u4e86\u7075\u6d3b\u6027\u4e0e\u6548\u7387\u3002\u5b83\u91c7\u7528\u7edf\u4e00\u7684\u4efb\u52a1\u63d2\u4ef6\u63a5\u53e3\uff0c\u65e0\u8bba\u662f\u300c\u4e00\u6b65\u5230\u4f4d\u300d\u7684\u77ed\u4efb\u52a1\u8fd8\u662f\u8de8\u5e94\u7528\u7684\u957f\u94fe\u8def\u4efb\u52a1\uff0c\u90fd\u80fd\u65e0\u7f1d\u63a5\u5165\u3002\u5176\u6838\u5fc3\u662f\u5c06\u7ecf\u9a8c\u751f\u6210\uff08Rollout\uff09\u4e0e\u7b56\u7565\u66f4\u65b0\u5b8c\u5168\u89e3\u8026\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u53ef\u4ee5\u5c06\u6570\u636e\u91c7\u96c6\u90e8\u7f72\u5728\u4e3a\u63a8\u7406\u4f18\u5316\u7684\u786c\u4ef6\u4e0a\u4ee5\u6700\u5927\u5316\u541e\u5410\u91cf\uff0c\u540c\u65f6\u5728\u8bad\u7ec3\u7aef\u4fdd\u6301\u7b56\u7565\u66f4\u65b0\u7684\u7a33\u5b9a\u6027\uff0c\u4ece\u800c\u5728\u4f18\u5316\u8d28\u91cf\u3001\u901f\u5ea6\u4e0e\u6210\u672c\u4e4b\u95f4\u53d6\u5f97\u6700\u4f73\u5e73\u8861\u3002<\/p>\n<p><img data-dominant-color=\"cbd5d1\" data-has-transparency=\"false\" style=\"--dominant-color: #cbd5d1;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26849\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/44359391195a560abe6236b9963d1e2639ceca.png\" width=\"1080\" height=\"541\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/44359391195a560abe6236b9963d1e2639ceca.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/44359391195a560abe6236b9963d1e2639ceca-300x150.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/44359391195a560abe6236b9963d1e2639ceca-1024x513.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/09\/44359391195a560abe6236b9963d1e2639ceca-150x75.png 150w, 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