Preprint
Aug 2026
Not All Redundant Tokens Are Alike: Analyzing Visual Token Pruning through Token Roles
The results show that preserving non-alive tokens can sometimes maintain or improve performance, suggesting that tokens with weak direct semantic alignment may still affect model behavior under pruning.
Hyeonyu Kim, Sehwan Lim, Youngwon Choi et al.
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