Aoming Liu

Fine-grained Token Allocation Via Operation Pruning for Efficient MLLMs

2025 · arXiv (Cornell University)

Token reduction accelerates Multimodal Large Language Models (MLLMs) by reducing excessive tokens, but overlooks structural redundancy differences, where critical and redundant modules process identical token loads. For fine-grained computation control, we define an ``operation" as …