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Author

Lin Zhao

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Jul 2026

Rethinking Layer-Wise Information Allocation for Vision Foundation Model Adaptation

Inspired by the Information Bottleneck principle, Prompted Information Bottlenecks (PIB) is introduced, a framework that regularizes layer-wise compression-sufficiency trade-offs and promotes a more coherent cross-layer information path.

Yuqi Li, Xi Xiao, Yun-Bei Zhang et al. · 10 citations
Aug 2026

Adapting Vision Foundation Models with Cascaded Semantics

This work injects two complementary semantic priors into Visual prompt tuning, a cascaded scheme that integrates both priors throughout ViT adaptation, and proposes a cascaded scheme that integrates both priors throughout ViT adaptation.

Xi Xiao, Xing-Jian Li, Cheng Han et al. · 0 citations

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