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Author

Yu-Hao Xue

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#small language model Book Open access Nov 2026

Federated Parameter-Efficient Selective Fine-Tuning for Vision-Language Models via Global-Local Masking

This paper proposes a personalized Federated Mask-based Selective PEFT framework, which significantly outperforms the existing federated PEFT method on both seen and unseen classes, and achieves balanced performance on all clients.

Wen-Tao Gu, Xin-Yang Jiang, Jun-Yao Gao et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Multimodal In-Context Learning with Explicit Rule Induction

A central challenge in multimodal in-context learning (MICL) arises from tasks that are ill-defined without context and require uncovering the underlying rules from demonstrations. Existing methods predominantly treat MICL as direct input-output mapping, overlooking the importance of explicitly inducing and reasoning o...

Yu-Quan Li, Xin-Yang Jiang, Yu-Hao Xue et al. · 0 citations

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