PulseCol: Periodically Refreshed Column-Sparse Attention for Accelerating Diffusion Language Models. - Yanyi Lyu; Letian Chen; Futing Sun; Miao Zhang 022; Weili Guan; Liqiang Nie (CoRR, 2026)