{"id":8563,"date":"2026-05-29T03:45:21","date_gmt":"2026-05-28T19:45:21","guid":{"rendered":"https:\/\/infernews.com\/blog\/learn-from-weaknesses-automated-domain-specialization-for-small-computer-use-age\/"},"modified":"2026-05-29T03:45:21","modified_gmt":"2026-05-28T19:45:21","slug":"learn-from-weaknesses-automated-domain-specialization-for-small-computer-use-age","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/learn-from-weaknesses-automated-domain-specialization-for-small-computer-use-age\/","title":{"rendered":"LearnWeak\uff1a\u6559\u5c0f\u578b\u684c\u9762\u4ee3\u7406\u88dc\u5f31\u8b8a\u5f37"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/pasted-adc6b0079099.jpg\" alt=\"LearnWeak method\"><\/figure>\n<p>LearnWeak \u91dd\u5c0d\u4e00\u500b\u5e38\u898b\u7684 Computer-use agents(CUA) \u75db\u9ede\uff1a\u5c0f\u578b\u684c\u9762\u4ee3\u7406\u96d6\u7136\u4fbf\u5b9c\u53c8\u5feb\uff0c\u4f46\u53bb\u5230\u6307\u5b9a\u8edf\u4ef6\u6642\uff0c\u6210\u529f\u7387\u5f80\u5f80\u4e0d\u7a69\u3002\u5b83\u4e0d\u662f\u76f2\u76ee\u52a0\u8cc7\u6599\uff0c\u800c\u662f\u5148\u627e\u51fa\u5b78\u751f\u6a21\u578b\u7684\u5f31\u9805\uff0c\u518d\u96c6\u4e2d\u88dc\u8a13\u3002<\/p>\n<p>LearnWeak \u5efa\u8b70\u5148\u7528 meituan\/EvoCUA-8B-20260105 \u505a\u5e95\u5ea7\uff0c\u518d\u6309\u8edf\u4ef6\u639b\u4e0a\u5c0d\u61c9 LoRA\uff0c\u4f8b\u5982 learnweak-gimp\u3002\u5b8c\u6574\u6d41\u7a0b\u6703\u914d\u5408 OSWorld\uff0c\u547c\u53eb\u6642\u8a18\u5f97\u9078\u5c0d\u6a21\u7d44\u540d\u3002<\/p>\n<p>\u2022 \u5148\u8fa8\u8a8d\u5b78\u751f\u6a21\u578b\u5f31\u9ede\uff0c\u518d\u81ea\u52d5\u751f\u6210\u91dd\u5c0d\u6027\u7df4\u7fd2\u4efb\u52d9<br \/>\n\u2022 \u7528\u6559\u5e2b\u8207\u5b78\u751f\u7684\u64cd\u4f5c\u8ecc\u8de1\u5dee\u7570\u5efa\u7acb\u76e3\u7763\uff0c\u6bcb\u9808\u4eba\u5de5\u6a19\u8a3b<br \/>\n\u2022 \u8a13\u7df4\u6642\u5206\u958b\u8655\u7406\u898f\u5283\u932f\u8aa4\u8207\u57f7\u884c\u932f\u8aa4\uff0c\u66f4\u65b0\u66f4\u7cbe\u6e96<br \/>\n\u2022 \u5df2\u6709 GIMP\u3001LibreOffice Calc\u3001Impress\u3001Writer\u3001Thunderbird\u3001VLC\u3001VS Code\u3001OS \u7684 LoRA \u6a21\u7d44<\/p>\n<p>\u5b83\u628a\u5b78\u751f(\u4ee3\u7406)\u5f31\u9ede\u76f4\u63a5\u5e36\u5165\u8cc7\u6599\u751f\u6210\u8207\u8a13\u7df4\uff0c\u4e0d\u518d\u7528\u540c\u4e00\u5957\u76e3\u7763\u786c\u5957\u6240\u6709\u932f\u8aa4\u3002\u8ad6\u6587\u6307\u51fa\uff0c\u5728 OSWorld \u516b\u500b\u684c\u9762\u7bc4\u7587\uff0c\u5b83\u5e73\u5747\u6bd4 EvoCUA-8B \u9ad8 11.6 \u500b\u767e\u5206\u9ede\uff0c\u4ea6\u6bd4 OpenCUA-7B \u9ad8 11.1 \u500b\u767e\u5206\u9ede\u3002<\/p>\n<p>\u9019\u9805\u76ee\u9069\u5408\u8981\u628a\u5c0f\u6a21\u578b\u9396\u5b9a\u5728\u6307\u5b9a\u684c\u9762\u5de5\u4f5c\u6d41\u7684\u5718\u968a\uff0c\u4f8b\u5982\u5167\u90e8\u5de5\u5177\u3001\u81ea\u52d5\u5316\u6e2c\u8a66\u6216\u8f03\u91cd\u8996\u79c1\u96b1\u7684\u74b0\u5883\u3002\u5b83\u672a\u5fc5\u662f\u5373\u88dd\u5373\u7528\u7684\u4e00\u822c\u5de5\u5177\uff0c\u4f46\u5c0d\u7814\u7a76\u8005\u3001\u4ee3\u7406\u958b\u767c\u8005\uff0c\u4ee5\u53ca\u60f3\u4f4e\u6210\u672c\u505a\u7bc4\u7587\u5fae\u8abf\u7684\u4eba\uff0c\u5f88\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/sujiikim\/LearnWeak\" rel=\"noopener noreferrer\">https:\/\/github.com\/sujiikim\/LearnWeak<\/a><\/p>\n<p><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2605.28775\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2605.28775<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5148\u627e\u5f31\u9ede\uff0c\u518d\u88dc\u8a13\u5c0f\u578b\u684c\u9762\u4ee3\u7406\u3002\u5c0d\u8981\u628a\u6a21\u578b\u7528\u5728\u6307\u5b9a\u8edf\u4ef6\u6d41\u7a0b\u7684\u4eba\u5f88\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n","protected":false},"author":8,"featured_media":8562,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[116,76,160],"tags":[],"class_list":["post-8563","post","type-post","status-publish","format-standard","hentry","category-agentic","category-76","category-160"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8563","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=8563"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8563\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8562"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8563"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8563"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8563"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}