DiffuPlan: Editable Planning State for Diffusion Language Model Agents.

arXiv:2610.24717v1 Announce Type: cross Abstract: Diffusion language models (dLLMs) are emerging as an alternative to autoregressive (AR) language models, yet dLLM agents largely inherit an interaction protocol designed for AR generation: once intermediate sta