2 papers
cs.LG2026
FedBiCross: Personalized One-Shot Federated Learning on Medical Images
Yuexuan Xia, Yinghao Zhang, Yalin Liu +2
Data-free knowledge distillation-based one-shot federated learning (OSFL) trains a model in a single communication round without sharing raw data, making OSFL attractive for privac…
cs.CV2025
Toward Robust Medical Fairness: Debiased Dual-Modal Alignment via Text-Guided Attribute-Disentangled Prompt Learning for Vision-Language Models
Yuexuan Xia, Benteng Ma, Jiang He +3
Ensuring fairness across demographic groups in medical diagnosis is essential for equitable healthcare, particularly under distribution shifts caused by variations in imaging equip…