Attention-Discounted Adaptive Sampler for Masked Diffusion Language Models.

arXiv:2606.10829v5 Announce Type: replace-cross Abstract: Masked diffusion language models can reduce inference steps by revealing multiple tokens per denoising iteration, but this parallelism is fragile: positions that are individually confident may be unsafe