{"id":1787,"date":"2026-07-30T21:04:00","date_gmt":"2026-07-30T13:04:00","guid":{"rendered":"https:\/\/cchsu.info\/wordpress\/2026\/07\/30\/news-latch-candidate-aware-decoding-diffusion-language-models\/"},"modified":"2026-08-12T15:56:14","modified_gmt":"2026-08-12T07:56:14","slug":"news-latch-candidate-aware-decoding-diffusion-language-models","status":"publish","type":"post","link":"https:\/\/cchsu.info\/wordpress\/2026\/07\/30\/news-latch-candidate-aware-decoding-diffusion-language-models\/","title":{"rendered":"[News!] Our new LATCH paper on accelerating diffusion language models is now on arXiv!"},"content":{"rendered":"<p>\u6211\u5011\u7684\u65b0\u5de5\u4f5c <strong>Where and When to Commit: Candidate-Aware Decoding for Diffusion Language Models<\/strong> \u5df2\u767c\u5e03\u65bc arXiv\u3002\u9019\u7bc7\u63d0\u51fa <strong>LATCH<\/strong>\uff0c\u60f3\u89e3\u6c7a diffusion language model \u5728 decoding \u6642\u5e38\u5e38\u8981\u53cd\u8986\u66f4\u65b0\u6574\u6bb5 sequence\u3001\u56e0\u800c\u5f88\u6162\u7684\u554f\u984c\u3002<\/p>\n<p>LATCH \u4e0d\u76f4\u63a5\u7c97\u66b4\u5730\u628a\u6240\u6709 token \u63d0\u65e9\u505c\u6389\uff0c\u800c\u662f\u5206\u958b\u8655\u7406\u5169\u4ef6\u4e8b\uff1a\u4ec0\u9ebc\u6642\u5019\u53ef\u4ee5\u78ba\u8a8d\u6574\u500b\u7b54\u6848\u5df2\u7d93\u7a69\u5b9a\uff0c\u4ee5\u53ca\u54ea\u4e9b\u975e\u6700\u5f8c\u5340\u584a\u53ef\u4ee5\u5148 commit\u3002\u9019\u500b\u8a2d\u8a08\u4e0d\u9700\u8981\u984d\u5916\u8a13\u7df4\uff0c\u5728 LLaDA \u548c Dream \u7684\u591a\u9805\u4efb\u52d9\u4e0a\u80fd\u660e\u986f\u52a0\u901f\uff0c\u540c\u6642\u76e1\u91cf\u7dad\u6301\u5b8c\u6574 decoding \u7684\u7b54\u6848\u54c1\u8cea\u3002\u53c8\u662f\u4e00\u500b\u5f88\u7b26\u5408\u6211\u5011\u53e3\u5473\u7684\u984c\u76ee\uff1a\u6709\u6548\uff0c\u4f46\u4e0d\u8981\u628a\u539f\u672c\u8a72\u6709\u7684\u7d50\u679c\u5f04\u58de\u3002<\/p>\n<p>[<a href=\"https:\/\/arxiv.org\/abs\/2607.28166\" target=\"_blank\" rel=\"noopener noreferrer\">arXiv<\/a>] [<a href=\"https:\/\/github.com\/ming053l\/LATCH-dLLM\" target=\"_blank\" rel=\"noopener noreferrer\">Code<\/a>]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u5011\u7684\u65b0\u5de5\u4f5c Where and When to Commit: Candidate-Aware Decodi [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-1787","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/cchsu.info\/wordpress\/wp-json\/wp\/v2\/posts\/1787","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cchsu.info\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cchsu.info\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cchsu.info\/wordpress\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/cchsu.info\/wordpress\/wp-json\/wp\/v2\/comments?post=1787"}],"version-history":[{"count":1,"href":"https:\/\/cchsu.info\/wordpress\/wp-json\/wp\/v2\/posts\/1787\/revisions"}],"predecessor-version":[{"id":1844,"href":"https:\/\/cchsu.info\/wordpress\/wp-json\/wp\/v2\/posts\/1787\/revisions\/1844"}],"wp:attachment":[{"href":"https:\/\/cchsu.info\/wordpress\/wp-json\/wp\/v2\/media?parent=1787"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cchsu.info\/wordpress\/wp-json\/wp\/v2\/categories?post=1787"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cchsu.info\/wordpress\/wp-json\/wp\/v2\/tags?post=1787"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}