Beyond Scattered Acceptance: Fast and Coherent Inference for DLMs via Longest Stable Prefixes - Li, Pengxiang; Cai, Jiayin; Xue, Hongwei; Shi, Kunyu; Yan, Shilin (International Conference on Learning Representations, 2026)