{"type":"post","id":"mclr-fine-tunes-diffusion-models-to-maximize-inter-1d808b","slug":"mclr-fine-tunes-diffusion-models-to-maximize-inter-1d808b","title":"MCLR fine-tunes diffusion models to maximize inter-class likelihood ratios, internalizing classifier-free guidance effects .","description":"MCLR is a research paper by Xiang Li, Yixuan Jia, Xiao Li, Jeffrey A.","retrieval_nugget":"MCLR is a research paper by Xiang Li, Yixuan Jia, Xiao Li, Jeffrey A.","published_at":"2026-10-24","updated_at":"2026-10-24","record_date":"2026-10-24","date_kind":"published_at","topics":["models"],"entities":["MCLR","Classifier-Free Guidance"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"MCLR introduces an objective to maximize inter-class likelihood ratios, improving guidance-free conditional generation and theoretically interpreting classifier-free guidance as implicit contrastive alignment.","prior_refs":["memory:329b4e82-f825-8b1e-a0e9-91fbf85de324"],"source_url":"https://arxiv.org/abs/2603.22364","source_urls":["https://arxiv.org/abs/2603.22364"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:mclr-fine-tunes-diffusion-models-to-maximize-inter-1d808b","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/mclr-fine-tunes-diffusion-models-to-maximize-inter-1d808b/","markdown":"https://newruntime.com/posts/mclr-fine-tunes-diffusion-models-to-maximize-inter-1d808b.md","json":"https://newruntime.com/posts/mclr-fine-tunes-diffusion-models-to-maximize-inter-1d808b.json"},"next_reads":[{"type":"topic","path":"/topics/models/","url":"https://newruntime.com/topics/models/","title":"Models","reason":"Explore the models topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/models.md","json_url":"https://newruntime.com/topics/models.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}