2026
InfoDLM: an Information-Adaptive Framework for Discrete Diffusion Language Model Pretraining
ICML 2026poster
Diffusion language models (DLMs) can match or surpass similarly sized autoregressive language models on language understanding and reasoning. However, their mask-and-denoise pretraining relies on heuristic random masking, which fails to target the most informative tokens. Consequently, the model spe…