{"id":12305,"date":"2026-09-15T20:00:48","date_gmt":"2026-09-15T12:00:48","guid":{"rendered":"https:\/\/infernews.com\/blog\/llada-ui\/"},"modified":"2026-09-15T20:00:48","modified_gmt":"2026-09-15T12:00:48","slug":"llada-ui","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/llada-ui\/","title":{"rendered":"LLaDA-UI \u9996\u500b\u958b\u6e90\u64f4\u6563 GUI Agent 16.7B MoE \u529b\u58d3 Qwen3-VL"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-33a524ac72cb.jpg\" alt=\"LLaDA-UI GUI-agent benchmark comparison and animated qualitative diffusion decoding\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u822c\u8b1b GUI Agent\uff0c\u90fd\u9810\u8a2d\u5e95\u5c64\u4fc2\u81ea\u56de\u6b78 VLM\uff1bInclusion AI \u540c\u879e\u87fb\u96c6\u5718 Venus Team\u3001\u897f\u6e56\u5927\u5b78\u5408\u4f5c\u63a8\u51fa\u7684 LLaDA-UI\uff0c\u504f\u504f\u9078\u64c7\u7528 block-wise \u64f4\u6563\u8a9e\u8a00\u6a21\u578b\u505a\u9aa8\u5e79\uff0c\u76f4\u63a5\u5f9e\u906e\u7f69 token \u9010\u584a denoise \u51fa\u63a8\u7406\u540c\u52d5\u4f5c\uff0c\u914d\u5408\u539f\u751f\u52d5\u614b\u89e3\u50cf\u5ea6\u8996\u89ba\u7de8\u78bc\u5668\uff0c\u8986\u84cb\u624b\u6a5f\u3001\u684c\u9762\u3001\u7db2\u9801\u540c grounding \u4efb\u52d9\u3002\u6a21\u578b\u5168\u6bb5\u7d04 16.7B \u53c3\u6578\u5605 MoE \u67b6\u69cb\uff0c\u8a13\u7df4\u5206\u5169\u968e\u6bb5\uff0c\u5148\u505a\u5927\u898f\u6a21\u591a\u6a21\u614b\u9810\u8a13\u7df4\u5c0d\u9f4a LLaDA2.0-mini-base\uff0c\u518d\u505a GUI \u76e3\u7763\u5fae\u8abf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u55ba ScreenSpot-Pro\u3001AndroidWorld\u3001MobileWorld\u3001WebVoyager \u7b49\u516d\u500b\u57fa\u6e96\u4e0a\uff0cLLaDA-UI \u5168\u90e8\u8d0f\u904e Qwen2.5-VL-7B\uff0c\u5176\u4e2d ScreenSpot-Pro 52.9\u3001AndroidWorld 53.5\u3001WebVoyager 56.9\uff0c\u55ba\u5462\u56db\u9805\u4ef2\u58d3\u904e Qwen3-VL-8B\uff1b\u5b98\u65b9\u540c\u6642\u63d0\u5230 API \u901f\u5ea6\u6700\u9ad8\u6709 8.95 \u500d mean speedup\u3002\u4f62\u4ef2\u91dd\u5c0d\u64f4\u6563\u89e3\u78bc\u505a\u5497\u4e00\u8f2a\u5206\u6790\uff0c\u5305\u62ec\u52d5\u4f5c\u5408\u6cd5\u6027\u3001\u8ecc\u8de1\u9577\u5ea6\u3001EOS \u8655\u7406\u3001denoising \u6b65\u6578\u540c block size \u5c0d\u8868\u73fe\u5605\u5f71\u97ff\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u505a\u958b\u624b\u6a5f\u6216\u684c\u9762\u81ea\u52d5\u5316\u3001\u9700\u8981 GUI Agent \u8655\u7406\u9577\u6b65\u9a5f\u4efb\u52d9\u53c8\u60f3\u907f\u958b\u81ea\u56de\u6b78\u5ef6\u9072\uff0cLLaDA-UI \u63d0\u4f9b\u5497\u4e00\u5957\u5514\u540c\u5605\u6280\u8853\u8def\u7dda\u9078\u64c7\uff1b\u7814\u7a76\u64f4\u6563\u8a9e\u8a00\u6a21\u578b\u843d\u5730\u5605\u4eba\uff0c\u4ea6\u53ef\u4ee5\u76f4\u63a5\u62ce\u4f62\u5605 block-parallel \u89e3\u78bc\u884c\u70ba\u505a\u6848\u4f8b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u9ede\u6458\u8981<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7d04 16.7B \u53c3\u6578 MoE \u64f4\u6563 GUI Agent\uff0c\u7531 Inclusion AI\u3001Ant Group Venus Team \u8207\u897f\u6e56\u5927\u5b78\u5171\u540c\u767c\u8868<\/li>\n<li>\u9aa8\u5e79\u70ba LLaDA2.0-mini-base \u914d\u5408 SigLIP \u521d\u59cb\u5316\u5605\u52d5\u614b\u89e3\u50cf\u5ea6 ViT<\/li>\n<li>\u516d\u500b GUI \u57fa\u6e96\u5168\u90e8\u8d85\u8d8a Qwen2.5-VL-7B\uff0cScreenSpot-Pro \u7b49\u56db\u9805\u9ad8\u904e Qwen3-VL-8B<\/li>\n<li>\u8a13\u7df4\u6db5\u84cb 100+ \u4e2d\u6587\u8207 70+ \u82f1\u6587\u624b\u6a5f App\uff0c\u8986\u84cb mobile\u3001desktop\u3001web\u3001grounding<\/li>\n<li>\u9644\u5e36\u91dd\u5c0d block-wise \u64f4\u6563\u89e3\u78bc\u5605\u5206\u6790\uff0c\u5305\u62ec\u7d50\u69cb\u5316\u52d5\u4f5c\u6709\u6548\u6027\u3001EOS\u3001denoising \u6b65\u6578\u7b49<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.inclusion-ai.org\/LLaDA-UI\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/inclusionAI\/LLaDA-UI\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/inclusionAI\/LLaDA-UI\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Inclusion AI \u628a block-wise \u64f4\u6563\u8a9e\u8a00\u6a21\u578b\u642c\u9032\u87a2\u5e55\u64cd\u4f5c\u5834\u666f\uff0c\u63a8\u51fa\u7d04 16.7B \u53c3\u6578\u7684 LLaDA-UI\uff0c\u5728\u516d\u500b GUI \u57fa\u6e96\u4e0a\u8d0f Qwen2.5-VL-7B\uff0c\u90e8\u5206\u9805\u76ee\u66f4\u8d85\u8d8a Qwen3-VL-8B\u3002<\/p>\n","protected":false},"author":8,"featured_media":12304,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,116,76,149,119,127,185,209],"tags":[],"class_list":["post-12305","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-76","category-149","category-119","category-127","category-qwen","category-ui-ux"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12305","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=12305"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12305\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12304"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12305"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12305"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12305"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}