{"id":9030,"date":"2026-06-11T01:27:48","date_gmt":"2026-06-10T17:27:48","guid":{"rendered":"https:\/\/infernews.com\/blog\/an-autoregressive-large-multimodal-model-with-discrete-representations\/"},"modified":"2026-06-11T01:35:47","modified_gmt":"2026-06-10T17:35:47","slug":"an-autoregressive-large-multimodal-model-with-discrete-representations","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/an-autoregressive-large-multimodal-model-with-discrete-representations\/","title":{"rendered":"ARM\uff1a\u628a\u751f\u5716\u8207\u4fee\u5716\u6536\u9032\u540c\u4e00\u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/compare_recon-3bdb7ed8fd47.jpg\" alt=\"Institute of Trustworthy Embodied AI logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">ARM \u662f\u4e00\u500b AutoRegressive Large Multimodal Model\uff08ARM\uff09\u985e\u578b\u7684\u591a\u6a21\u614b\u6a21\u578b\uff0c\u628a\u5716\u50cf\u8f49\u6210\u96e2\u6563 visual tokens\uff0c\u518d\u4ee5\u540c\u4e00\u5957 next-token prediction \u8655\u7406\u7406\u89e3\u3001text-to-image \u548c\u6307\u4ee4\u5f0f\u7de8\u8f2f\uff0c\u76ee\u6a19\u662f\u628a\u4e09\u7a2e\u80fd\u529b\u6536\u9032\u55ae\u4e00\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u6838\u5fc3\u65b0\u610f\uff0c\u662f\u7528 shared visual token space \u9023\u63a5\u770b\u5716\u3001\u751f\u6210\u8207\u4fee\u5716\uff0c\u518d\u4ee5\u7d14 autoregressive multimodal modeling \u8655\u7406\u4ea4\u932f\u7684\u6587\u5b57\u8207\u5716\u50cf tokens\u3002\u5c0d\u4e00\u822c\u8b80\u8005\u4f86\u8aaa\uff0c\u53ef\u7406\u89e3\u6210\u300c\u628a\u5716\u7247\u4e5f\u8b8a\u6210\u8a9e\u8a00\u6a21\u578b\u53ef\u7e8c\u5beb\u7684\u5167\u5bb9\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022 7B \u898f\u6a21\uff0c\u91cd\u9ede\u5728\u7d71\u4e00\u8868\u793a<br>\n\u2022 reinforcement learning\uff08RL\uff09\u7d50\u5408 preference optimization<br>\n\u2022 WISE overall \u7531 0.50 \u5347\u81f3 0.56<br>\n\u2022 GEdit-Bench-EN overall \u7531 5.75 \u5347\u81f3 6.68<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u968e\u6bb5\u8f03\u9069\u5408\u5148\u8b80\u8ad6\u6587\u548c benchmark\u3002\u5132\u5b58\u5eab\u7bc0\u9304\u672a\u898b\u5b8c\u6574\u5b89\u88dd\u3001\u63a8\u7406\u6216\u6b0a\u91cd\u8aaa\u660e\uff0c\u56e0\u6b64\u76ee\u524d\u770b\u4f86\u66f4\u50cf\u7814\u7a76\u9805\u76ee\uff0c\u4e0d\u4e00\u5b9a\u9069\u5408\u7acb\u5373\u90e8\u7f72\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u95dc\u6ce8 Large Multimodal Models\uff08LMMs\uff09\u3001image editing\uff0c\u6216\u60f3\u6bd4\u8f03 unified autoregressive models\uff0c\u9019\u500b\u9805\u76ee\u6709\u53c3\u8003\u50f9\u503c\u3002\u53ef\u5c0d\u7167\u7684\u76f8\u95dc\u6a21\u578b\u8def\u7dda\uff0c\u5305\u62ec unified autoregressive models \u8207\u4e3b\u6d41 image generation systems\uff1b\u8ad6\u6587\u4ea6\u63d0\u5230\u5b83\u5728 GenEval\u3001DPG\u3001WISE \u5177\u7af6\u722d\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/wdrink\/ARM\" rel=\"noopener noreferrer\">https:\/\/github.com\/wdrink\/ARM<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2606.11188\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2606.11188<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ARM \u7528\u96e2\u6563 visual tokens \u7d71\u4e00\u7406\u89e3\u3001\u751f\u6210\u8207\u7de8\u8f2f\uff0cRL \u4ea6\u70ba\u4fee\u5716\u8207\u751f\u5716\u5e36\u4f86\u91cf\u5316\u63d0\u5347\u3002<\/p>\n","protected":false},"author":8,"featured_media":9029,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,176,120,76,197],"tags":[],"class_list":["post-9030","post","type-post","status-publish","format-standard","hentry","category-133","category-176","category-120","category-76","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9030","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=9030"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9030\/revisions"}],"predecessor-version":[{"id":9032,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9030\/revisions\/9032"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9029"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9030"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9030"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9030"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}