{"id":9110,"date":"2026-06-15T16:30:10","date_gmt":"2026-06-15T08:30:10","guid":{"rendered":"https:\/\/infernews.com\/blog\/view-consistent-self-verified-training-for-gui-grounding\/"},"modified":"2026-06-15T16:30:49","modified_gmt":"2026-06-15T08:30:49","slug":"view-consistent-self-verified-training-for-gui-grounding","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/view-consistent-self-verified-training-for-gui-grounding\/","title":{"rendered":"VISTA \u6e96\u78ba\u63d0\u5347 GUI grounding"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/figure3_content_reward-0a3676f36c45.jpg\" alt=\"ScreenSpot-Pro accuracy curve\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">VISTA \u662f\u4e00\u500b\u9762\u5411 GUI grounding \u7684\u8a13\u7df4\u6846\u67b6\uff0c\u6838\u5fc3\u76ee\u6a19\u662f\u4ee4\u6a21\u578b\u66f4\u6e96\u78ba\u5730\u5728\u87a2\u5e55\u622a\u5716\u4e2d\u627e\u51fa\u61c9\u8a72\u9ede\u64ca\u7684\u4f4d\u7f6e\u3002\u5b83\u8655\u7406\u7684\u4e0d\u662f\u4e00\u822c\u6587\u5b57\u7406\u89e3\uff0c\u800c\u662f\u8b93\u6a21\u578b\u6839\u64da\u6307\u4ee4\uff0c\u5728\u8907\u96dc\u4ecb\u9762\u4e0a\u8f38\u51fa\u5ea7\u6a19\uff0c\u6e1b\u5c11\u6309\u932f\u6309\u9215\u3001\u9ede\u932f\u8f38\u5165\u6846\u9019\u985e\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u7684\u91cd\u9ede\uff0c\u5728\u65bc\u5b83\u4e0d\u662f\u53ea\u5f9e\u540c\u4e00\u5f35\u622a\u5716\u53cd\u8986\u62bd\u6a23\uff0c\u800c\u662f\u628a\u540c\u4e00\u500b GUI \u756b\u9762\u88c1\u6210\u591a\u500b\u4ecd\u4fdd\u7559\u76ee\u6a19\u5143\u7d20\u7684 view\uff0c\u518d\u7528\u9019\u4e9b view \u5efa\u7acb GRPO \u6bd4\u8f03\u7d44\u3002\u7531\u65bc\u6bcf\u500b crop \u90fd\u6703\u7cbe\u78ba\u91cd\u6620\u5c04\u5ea7\u6a19\uff0c\u6a21\u578b\u7b49\u65bc\u5728\u8a9e\u610f\u76f8\u540c\u3001\u5e7e\u4f55\u4f4d\u7f6e\u4e0d\u540c\u7684\u756b\u9762\u4e0a\u5b78\u7fd2\uff0c\u80fd\u6539\u5584\u55ae\u4e00\u8996\u89d2\u4e0b\u300c\u5168\u90e8\u7b54\u932f\u300d\u6216\u300c\u5168\u90e8\u7b54\u4e2d\u300d\u800c\u7f3a\u4e4f\u5b78\u7fd2\u8a0a\u865f\u7684\u60c5\u6cc1\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u500b\u95dc\u9375\u8a2d\u8a08\u662f self-verified cross-view anchor\u3002\u5b83\u53ea\u6703\u5728\u76ee\u524d policy \u5df2\u7d93\u7522\u751f maximum-reward rollout \u6642\uff0c\u624d\u52a0\u5165 oracle coordinate\uff0c\u907f\u514d\u628a\u8a13\u7df4\u76f4\u63a5\u8b8a\u6210\u7121\u689d\u4ef6\u6a21\u4eff\uff1b\u9019\u9ede\u5c0d GUI \u5ea7\u6a19\u751f\u6210\u5c24\u5176\u91cd\u8981\uff0c\u56e0\u70ba\u77ed\u5ea7\u6a19\u8f38\u51fa\u5f88\u5bb9\u6613\u53d7\u5fae\u5c0f\u504f\u5dee\u5f71\u97ff\u3002\u5f9e\u63cf\u8ff0\u4f86\u770b\uff0c\u9019\u7a2e\u505a\u6cd5\u6bd4\u6a19\u6e96 GRPO \u66f4\u91cd\u8996\u7a69\u5b9a\u6027\uff0c\u4e5f\u66f4\u4fdd\u7559 reinforcement learning \u7684\u6bd4\u8f03\u5b78\u7fd2\u7279\u6027\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9019\u662f\u4e00\u500b\u8a13\u7df4\u65b9\u6cd5\u9805\u76ee\uff0c\u4e0d\u662f\u6700\u7d42\u61c9\u7528\u7a0b\u5f0f\uff0c\u4e3b\u8981\u7528\u4f86\u63d0\u5347 GUI grounding \u6a21\u578b\u8868\u73fe<\/li>\n\n\n\n<li>\u6838\u5fc3\u6539\u52d5\u5305\u62ec view-consistent GRPO groups \u8207 self-verified cross-view anchor<\/li>\n\n\n\n<li>\u5728 ScreenSpot-Pro \u4e0a\uff0cQwen3-VL 4B\/8B\/30B-A3B \u7531 55.5\/52.7\/53.7 \u63d0\u5347\u81f3 63.4\/65.8\/67.0<\/li>\n\n\n\n<li>\u4ee5 Qwen3.5 \u521d\u59cb\u5316\u7684 4B\/9B\/35B-A3B backbone\uff0c\u4ea6\u6bd4 standard GRPO \u518d\u9ad8 +2.0\/+0.9\/+1.2<\/li>\n\n\n\n<li>\u5df2\u516c\u958b\u76f8\u95dc\u6a21\u578b\u5305\u62ec VISTA-4B\u3001VISTA-9B<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u672c\u8eab\u6709\u505a Computer-use agents\uff08CUAs\uff09\u3001GUI \u81ea\u52d5\u5316\u3001\u87a2\u5e55\u64cd\u4f5c\u4ee3\u7406\uff0c\u9019\u500b\u9805\u76ee\u7279\u5225\u503c\u5f97\u7559\u610f\u3002\u5b83\u8f03\u9069\u5408\u7814\u7a76\u4eba\u54e1\u3001\u6a21\u578b\u5de5\u7a0b\u5e2b\uff0c\u6216\u8005\u6b63\u5728\u8abf\u6574 Qwen3-VL\u3001Qwen3.5 \u8996\u89ba\u8a9e\u8a00 backbone \u7684\u5718\u968a\uff1b\u4e00\u822c\u7528\u5bb6\u672a\u5fc5\u6703\u76f4\u63a5\u90e8\u7f72\u9019\u500b\u9805\u76ee\uff0c\u4f46\u53ef\u4ee5\u628a\u5b83\u8996\u70ba\u63d0\u5347\u4ecb\u9762\u5b9a\u4f4d\u80fd\u529b\u7684\u4e00\u5957\u8a13\u7df4\u65b9\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u516c\u958b\u8cc7\u6599\u770b\uff0cVISTA \u7684\u8aaa\u670d\u529b\u4e3b\u8981\u4f86\u81ea\u57fa\u6e96\u5206\u6578\u8207\u8a13\u7df4\u52d5\u614b\u8b8a\u5316\uff1acontent reward\u3001\u66f4\u9ad8\u7684 informative group ratio\uff0c\u4ee5\u53ca ScreenSpot-Pro \u6e96\u78ba\u5ea6\u540c\u6b65\u4e0a\u5347\u3002\u518d\u52a0\u4e0a\u8ad6\u6587\u63d0\u5230\u4e94\u500b GUI-grounding benchmarks\u3001\u8f03\u9ad8 worst-view accuracy \u548c\u8f03\u4f4e prediction flip rates\uff0c\u6574\u9ad4\u5224\u65b7\u662f\uff1a\u9019\u500b\u9805\u76ee\u4e0d\u662f\u9760\u5305\u88dd\u53d6\u52dd\uff0c\u800c\u662f\u91dd\u5c0d GUI grounding \u8a13\u7df4\u8a0a\u865f\u9000\u5316\u554f\u984c\uff0c\u63d0\u51fa\u4e86\u76f8\u7576\u5c0d\u75c7\u7684\u6539\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/ZJUSCL\/VISTA\" rel=\"noopener noreferrer\">https:\/\/github.com\/ZJUSCL\/VISTA<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2606.14579\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2606.14579<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>VISTA \u4e0d\u662f\u901a\u7528\u804a\u5929\u6a21\u578b\uff0c\u800c\u662f\u7528\u4f86\u8a13\u7df4 GUI grounding \u7684\u65b9\u6cd5\u3002\u5b83\u91dd\u5c0d\u756b\u9762\u5b9a\u4f4d\u5b78\u7fd2\u8a0a\u865f\u4e0d\u8db3\u7684\u554f\u984c\uff0c\u6548\u679c\u6709\u660e\u986f\u63d0\u5347\u3002<\/p>\n","protected":false},"author":8,"featured_media":9109,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,76,127,197],"tags":[],"class_list":["post-9110","post","type-post","status-publish","format-standard","hentry","category-133","category-76","category-127","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9110","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=9110"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9110\/revisions"}],"predecessor-version":[{"id":9112,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9110\/revisions\/9112"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9109"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9110"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9110"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9110"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}