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Author

Huihui Li

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Jul 2026

Calibrate Before Reason: Robust Visual Token Reduction against Semantic Drift in VLMs

CaRe is proposed, a training-free robust framework that calibrates compact visual representations before reasoning to preserve semantic fidelity in VLMs and outperforms state-of-the-art token reduction baselines.

Jiasheng Li, Zhong Ji, Yan Zhang et al. · 0 citations

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