{"id":9726,"date":"2026-06-28T00:08:28","date_gmt":"2026-06-27T16:08:28","guid":{"rendered":"https:\/\/infernews.com\/blog\/robust-to\/"},"modified":"2026-06-28T00:08:28","modified_gmt":"2026-06-27T16:08:28","slug":"robust-to","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/robust-to\/","title":{"rendered":"Robust-TO\uff1a\u66f4\u7a69\u9663\u7684\u5f71\u7247\u7406\u89e3\u4ee3\u7406\u6846\u67b6"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-131535a86131.jpg\" alt=\"Repository image for ROVA-V2\/Robust-TO\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Robust-TO \u662f\u4e00\u500b\u9762\u5411\u5f71\u7247\u7406\u89e3\u7684 agentic framework \u7814\u7a76\u539f\u578b\u3002\u5b83\u4e3b\u8981\u89e3\u6c7a Video-LLMs \u5728\u6a21\u7cca\u3001\u904e\u6697\u3001\u906e\u64cb\u7b49\u5e72\u64fe\u4e0b\uff0c\u4ecd\u7136\u76f2\u76ee\u76f8\u4fe1\u6bcf\u4e00\u683c\u756b\u9762\uff0c\u5c0e\u81f4\u7b54\u6848\u8207\u81ea\u4fe1\u7a0b\u5ea6\u812b\u7bc0\u7684 Blind Trust Problem\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u5e38\u628a\u6240\u6709\u5f71\u683c\u8fd1\u4e4e\u540c\u7b49\u5c0d\u5f85\uff0c\u518d\u4ea4\u7531\u55ae\u4e00\u6a21\u578b\u6216\u56fa\u5b9a\u6d41\u7a0b\u63a8\u7406\uff1b\u4f5c\u8005\u8a8d\u70ba\u9019\u7a2e\u7bc4\u5f0f\u5ffd\u7565\u4e86\u756b\u9762\u53ef\u9760\u5ea6\uff0c\u6240\u4ee5\u63d0\u51fa Confidence-Aware Tool Orchestration\u3002\u5b83\u5148\u7528\u4e0d\u9700\u984d\u5916\u53c3\u6578\u7684 profiler \u70ba\u6bcf\u683c\u8a55\u4f30 blur\u3001brightness\u3001occlusion\uff0c\u53ea\u4fdd\u7559\u8f03\u53ef\u9760\u7247\u6bb5\uff0c\u518d\u628a\u554f\u984c\u62c6\u6210\u5b50\u67e5\u8a62\uff0c\u4ea4\u7531 track_temporal\u3001detect_objects\u3001read_text \u7b49\u5de5\u5177\u8655\u7406\uff0c\u6700\u5f8c\u7528 High \/ Mid \/ Low \u4e09\u5c64\u8b49\u64da\u6574\u5408\u7b54\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u6700\u503c\u5f97\u7559\u610f\u7684\uff0c\u4e0d\u662f\u55ae\u9760\u66f4\u5927\u6a21\u578b\u786c\u63a8\u7d50\u679c\uff0c\u800c\u662f\u628a <strong>(result, confidence, source)<\/strong> \u7576\u6210\u7d71\u4e00\u4ecb\u9762\uff0c\u9023\u5de5\u5177\u6210\u672c\u8207\u53ef\u9760\u5ea6\u4e00\u4f75\u7d0d\u5165\u3002\u53d6\u6368\u4e5f\u5f88\u660e\u986f\uff1a\u6d41\u7a0b\u6bd4\u76f4\u63a5\u554f\u4e00\u500b Video-LLM \u66f4\u8907\u96dc\uff0c\u4f46\u63db\u4f86\u5c0d\u53d7\u6c61\u67d3\u5f71\u7247\u66f4\u7a69\u5b9a\u7684\u8868\u73fe\uff0c\u800c\u4e14\u5b98\u65b9\u6307\u51fa\u5728\u4e7e\u6de8\u8f38\u5165\u4e0a\u5ef6\u9072\u958b\u92b7\u4f4e\u65bc 5%\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5e73\u5747\u6e96\u78ba\u7387\u6bd4\u6700\u5f37\u958b\u6e90\u57fa\u7dda\u9ad8 <strong>+10.6<\/strong><\/li>\n<li>clean-to-corrupted accuracy drop \u6700\u5c0f\uff0c\u91cd\u9ede\u5728\u6297\u5e72\u64fe\u800c\u975e\u53ea\u770b\u4e7e\u6de8\u6578\u64da<\/li>\n<li>\u4f7f\u7528 GRPO \u8a13\u7df4 policy\uff0c\u734e\u52f5\u540c\u6642\u8003\u616e\u6b63\u78ba\u6027\u3001\u8b49\u64da\u53ef\u9760\u5ea6\u8207\u8a08\u7b97\u6210\u672c<\/li>\n<li>\u76f8\u95dc\u7d44\u4ef6\u8207\u6a21\u578b\u89d2\u8272\u5305\u62ec profiler\u3001Router\uff0c\u4ee5\u53ca\u5de5\u5177\u5982 <strong>track_temporal\u3001detect_objects\u3001read_text<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u8f03\u9069\u5408\u628a\u5b83\u7406\u89e3\u70ba\u65b9\u6cd5\u6846\u67b6\u8207\u7814\u7a76\u7d50\u679c\uff0c\u800c\u4e0d\u662f\u7acb\u5373\u53ef\u90e8\u7f72\u7684\u6210\u54c1\u3002\u8f03\u53d7\u7528\u7684\u6703\u662f\u505a Video-LLMs\u3001Computer-use agents\u3001CUAs \u5f0f\u591a\u5de5\u5177\u5354\u4f5c\u3001\u5f71\u7247\u554f\u7b54\u6216\u9b6f\u68d2\u6027\u8a55\u6e2c\u7684\u7814\u7a76\u5718\u968a\uff0c\u7279\u5225\u662f\u60f3\u628a\u300c\u6a21\u578b\u77e5\u9053\u81ea\u5df1\u4f55\u6642\u4e0d\u53ef\u9760\u300d\u7d0d\u5165\u7cfb\u7d71\u8a2d\u8a08\u7684\u4eba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/ROVA-V2\/Robust-TO\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/rova-v2.github.io\/\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/arxiv.org\/pdf\/2606.26904\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Robust-TO \u91dd\u5c0d Video-LLMs \u5728\u53d7\u5e72\u64fe\u5f71\u7247\u4e2d\u7684\u8aa4\u5224\u554f\u984c\uff0c\u7528\u4fe1\u5fc3\u5206\u6578\u5354\u8abf\u5de5\u5177\u8207\u8b49\u64da\u3002\u91cd\u9ede\u4e0d\u53ea\u6e96\u78ba\u7387\uff0c\u9084\u5305\u62ec\u51fa\u932f\u6642\u80fd\u5426\u6709\u7bc0\u5236\u5730\u9000\u5316\u3002<\/p>\n","protected":false},"author":8,"featured_media":9725,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,185,116,31,76,127,197],"tags":[],"class_list":["post-9726","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-agentic","category-video","category-76","category-127","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9726","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=9726"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9726\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9725"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9726"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9726"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9726"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}