Learning to Parallel: Accelerating Diffusion Large Language Models via Learnable Parallel Decoding

Wenrui Bao, Zhiben Chen, Dan Xu +1

Autoregressive decoding in large language models (LLMs) requires $\mathcal{O}(n)$ sequential steps for $n$ tokens, fundamentally limiting inference throughput. Recent diffusion-bas…