Author

Qilei Li

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Preprint Oct 2026

Beyond Domain-Level Adaptation: Margin-Oriented Semantic-Appearance Interaction Correction for Personalized Federated Vision-Language Models

Federated parameter-efficient fine-tuning enables distributed clients to adapt pretrained vision-language models without sharing raw data or updating the full backbone. Its effectiveness, however, is limited by domain heterogeneity across clients. Existing personalized methods separate globally shared knowledge from cl...

Wen-Tao Yue, Qing-Yu Mao, Tian-You Lai et al. · 0 citations

Preprint Aug 2026

TRACE: Training-time Report-guided and Clinically Ordered Concept Editing

Breast ultrasound diagnosis relies on clinically meaningful semantic concepts, yet most deep learning methods adopt end-to-end image-to-label paradigms that lack interpretability and robustness. While concept-based approaches offer a promising alternative, they often assume complete annotations or require multimodal in...

Wen-Tao Yue, Tianyou Lai, Jia-Yu Luo et al. · 0 citations