{"id":7994,"date":"2025-12-31T07:23:00","date_gmt":"2025-12-30T22:23:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7994"},"modified":"2025-12-27T15:28:01","modified_gmt":"2025-12-27T06:28:01","slug":"dmllm-tts-self-verified-and-efficient-test-time-scaling-for-diffusion-multi-modal-large-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7994","title":{"rendered":"dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>dMLLM-TTS: Self-Verified and Efficient Test-Time Scaling for Diffusion Multi-Modal Large Language Models\u00a0<\/strong>[40.0]<br>Diffusion Multi-modal Large Language Models (dMLLMs) \u306f\u753b\u50cf\u751f\u6210\u3068\u7406\u89e3\u3092\u7d71\u4e00\u3059\u308b\u65b0\u3057\u3044\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u3057\u3066\u6700\u8fd1\u767b\u5834\u3057\u305f\u3002 \u63d0\u6848\u3059\u308bdMLLM-TTS\u306f,2\u3064\u306e\u76f8\u88dc\u7684\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u8ef8\u4e0a\u3067\u52d5\u4f5c\u3057,\u305d\u306e\u5168\u751f\u6210\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3092\u89e3\u653e\u3059\u308b\u65b0\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 \u6211\u3005\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u7dda\u5f62\u63a2\u7d22\u306e\u6700\u59276\u500d\u306e\u52b9\u7387\u3067\u751f\u6210\u54c1\u8cea\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.19433v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.19433v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 22 Dec 2025 14:31:58 GMT)<\/li>\n\n\n\n<li>Diffusion Multi-modal Large Language Models (dMLLMs)\u00a0\u306b\u304a\u3051\u308bTest Time Scaling (TTS)\u624b\u6cd5\u306e\u7814\u7a76\u3002\u300cWe present the Hierarchical Trajectory Search, which optimizes efficiency, achieving O(N +T) complexity, outperforming conventional linear search baseline with O(NT) complexity. \u2022 Superior Performance. The proposed TTS framework elevates dMLLMs to match state-of-the-art generation models, significantly boosting image quality.\u300d\u3068\u52b9\u679c\u7684\u30fb\u52b9\u7387\u7684\u306a\u624b\u6cd5\u3092\u63d0\u6848\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Alpha-VLLM\/Lumina-DiMOO\">GitHub &#8211; Alpha-VLLM\/Lumina-DiMOO: Lumina-DiMOO &#8211; An Open-Sourced Multi-Modal Large Diffusion Language Model<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[114],"class_list":["post-7994","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-diffusion-model"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7994","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7994"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7994\/revisions"}],"predecessor-version":[{"id":7995,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7994\/revisions\/7995"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7994"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7994"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7994"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}