Author

Hao Xu

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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. · arXiv.org · 10 citations