{"id":6980,"date":"2025-07-04T05:37:00","date_gmt":"2025-07-03T20:37:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6980"},"modified":"2025-06-22T09:40:03","modified_gmt":"2025-06-22T00:40:03","slug":"discrete-diffusion-in-large-language-and-multimodal-models-a-survey","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6980","title":{"rendered":"Discrete Diffusion in Large Language and Multimodal Models: A Survey"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Discrete Diffusion in Large Language and Multimodal Models: A Survey\u00a0<\/strong>[56.3]<br>\u96e2\u6563\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb(dLLM)\u3068\u96e2\u6563\u62e1\u6563\u591a\u30e2\u30fc\u30c9\u8a00\u8a9e\u30e2\u30c7\u30eb(dMLLM)\u306e\u4f53\u7cfb\u7684\u8abf\u67fb\u3092\u63d0\u4f9b\u3059\u308b\u3002 \u81ea\u5df1\u56de\u5e30(AR)\u30e2\u30c7\u30eb\u3068\u306f\u7570\u306a\u308a\u3001dLLM\u3068dMLLM\u306f\u30de\u30eb\u30c1\u30c8\u30fc\u30af\u30f3\u306e\u4e26\u5217\u30c7\u30b3\u30fc\u30c9\u30d1\u30e9\u30c0\u30a4\u30e0\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u3002 \u6211\u3005\u306f\u3001dLLM\u3068dMLLM\u306e\u6b74\u53f2\u7684\u767a\u5c55\u3092\u8fbf\u308a\u3001\u57fa\u790e\u3068\u306a\u308b\u6570\u5b66\u7684\u67a0\u7d44\u307f\u3092\u5b9a\u5f0f\u5316\u3057\u3001\u4ee3\u8868\u30e2\u30c7\u30eb\u3092\u5206\u985e\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2506.13759v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2506.13759v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 16 Jun 2025 17:59:08 GMT)<\/li>\n\n\n\n<li>Discrete Diffusion Language Models (dLLMs) \u3068Discrete Diffusion Multimodal Language Models\u306e\u30b5\u30fc\u30d9\u30a4<\/li>\n\n\n\n<li>\u5168\u76db\u306eAutoregressive\u30e2\u30c7\u30eb\u3068\u306e\u95a2\u4fc2\u30fb\u5dee\u7570\u304c\u8208\u5473\u6df1\u3044\u3002<\/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":[114,387],"class_list":["post-6980","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-diffusion-model","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6980","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=6980"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6980\/revisions"}],"predecessor-version":[{"id":6981,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6980\/revisions\/6981"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6980"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6980"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6980"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}