Continuous Denoising Enables One-step Language Modeling

Authors: Chanhyuk Lee, Jaehoon Yoo, Manan Agarawal, Sheel Shah, Jerry Huang, Aditi Raghunathan, Seunghoon Hong, Nicholas Matthew Boffi†, Jinwoo Kim†

Published in Under Review, 2026