HiPP-Prune: Hierarchical Preference-Conditioned Structured Pruning for Vision-Language Models

Lincen Bai, Hedi Tabia, Raul Santos-Rodriguez

Pruning vision-language models (VLMs) for efficient deployment is challenging because compression can affect not only task utility but also visual grounding, often amplifying objec…