New papers advance diffusion LLM decoding and speculative decoding

Multiple arXiv papers propose methods to speed up diffusion language models and speculative decoding, including visual-information-guided parallel decoding, survival-guided length control, and adaptive draft-tree construction. Techniques target efficient inference for masked diffusion models and LLM agents.