Rethinking Pruning for Vision-Language Models: Strategies for Effective Sparsity and Performance Restoration

Shwai He, Ang Li, Tianlong Chen

Vision-Language Models (VLMs) integrate information from multiple modalities and have shown remarkable success across various tasks. However, deploying large-scale VLMs in resource…