Xiao-Yang Ma

SheafPrune: Sheaf-Guided Graph Propagation for Visual Token Pruning

Multimodal large language models process the complete visual token sequence, increasing prefill cost even when many tokens are irrelevant to the instruction. Token-wise saliency captures limited inter-token dependence; graph-based selection instead depends on how relations govern importance propagation and ranking. We...