Fixed State, Long Reach: What a Constant-Size Cache Buys Block Diffusion at Scale

Vaibhav Singh, Pierre-André Noël, Torsten Scholak +2

Diffusion language models decode tokens in parallel, but their bidirectional denoiser rules out the naive key--value (KV) cache behind fast autoregressive inference. Block diffusio…