Author

S. Chaterji

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Jul 2026

What CLIP Knows but Cannot Say: Recovering Negation from Frozen Intermediate Features

PeakPatch is proposed, a lightweight post-hoc correction system that intercepts the CLIP text encoder at its compositional peak and recovers the lost negation signal without altering pretrained weights.

Chen-Yi Lu, Yueh-Shao Chen, S. Chaterji · arXiv.org · 0 citations

Jul 2026

Look Less, Think Faster: Joint Token-Compute Adaptation for Multimodal LLMs

SmartVL is proposed, a unified adaptive inference framework that jointly controls vision token number and model compute capability in response to varying input contents and compute budgets and consistently outperforms prior adaptive methods and achieves superior accuracy-efficiency Pareto frontiers.

Pengcheng Wang, Zhiquan Wang, Jayoung Lee et al. · arXiv.org · 0 citations