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Can-Ran Xiao

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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

LaP-Forensics: Latent-Pixel Consistency Guided Multimodal Reasoning for Deepfake Detection

LaP-Forensics is presented, a multimodal framework that augments RGB semantics with reconstruction-based forensic evidence that supports the utility of the residual stream under the evaluated settings, while free-form textual faithfulness and reliability under post-processing remain open limitations.

Can Wang, Yuhao Wang, Yu-She Cao et al. · 1 citation

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