Research
Research proposes LOWN, a decoding method that skips image processing in diffusion VLMs
LOWN processes the image only when a no-image prediction disagrees with the last image-conditioned one, retaining 99.6% of LLaDA-V's score on ten benchmarks at 35.3% of decoding FLOPs on average. It needs no training or tuned threshold.
Every outlet that ran it 1 article
Hugging Face PapersResearchLead
Look Only When Needed: Certificate-Guided Visual Routing for Efficient Diffusion VLMs