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Graph-Guided Token Merging (G2TM) is a lightweight one-shot module designed to eliminate redundant tokens in the early layers of a ViT-based models, through graph theory. It performs a single token merging step after a shallow attention block, enabling all subsequent layers to operate on a compact token set.

  • Updated Sep 18, 2026

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