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Tianyang Wang

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#computer vision Preprint Sep 2026

MCD: Causal Distillation of Multimodal In-Context Learning in Large Vision-Language Models

Large vision-language models (LVLMs) exhibit strong multimodal in-context learning (ICL) capabilities, yet this ability degrades substantially as model size decreases. Knowledge distillation offers a natural way to bridge this gap, but existing methods primarily align output distributions or hidden representations dire...

Yanshu Li, Jia-Qian Li, Can-Ran Xiao et al. · 0 citations
Jul 2026

Rethinking Layer-Wise Information Allocation for Vision Foundation Model Adaptation

Vision foundation models are increasingly reused as frozen backbones for downstream visual recognition, making parameter-efficient adaptation a central problem. Prompt-based adaptation, including Visual Prompt Tuning (VPT), provides a lightweight way to specialize these models, but its layer-wise behavior remains poorl...

Yuqi Li, Xi Xiao, Yunbei Zhang et al. · 4 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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