When Attention Collapses: Stage-Aware Visual Token Pruning from Structure to Semantics

Jiahui Wang, Kai Zhang, Mai Han +1

Vision-Language Models (VLMs) have demonstrated remarkable capabilities but suffer from significant computational overhead during inference. While visual token pruning offers a pro…