Han-Sen Zhang

StepPrune: Adaptive Sequential Visual Token Selection across Multimodal Large Language Models

Visual prefixes account for a major portion of the per-layer computation in multimodal large language models (MLLMs), making visual-token pruning a direct approach to accelerating inference. Existing top-K methods typically evaluate tokens independently and apply a uniform budget to all inputs, overlooking both selecti...