Look Only When Needed: Certificate-Guided Visual Routing for Efficient Diffusion VLMs.

arXiv:2610.36671v1 Announce Type: cross Abstract: Diffusion vision-language models (DVLMs) process their entire input at every denoising step. Since visual tokens make up 89-97% of this input on the benchmarks we study, most of the decoding computation is spen