30 citations · 71 across the 19 of their papers we have counts for
4 papers · 1 filter
TALLOP: Joint Optimization of Local Training and Communication Compression for Time-Constrained Federated Learning
Honoka Anada, Yafei Ou, Shinya Takamaeda-Yamazaki
Minimizing the wall-clock time required to reach a target accuracy is crucial in federated learning (FL), where many applications require frequent model updates as data distributio…
Test-Time Adaptation for ECG Classification via SQI-Gated Self-Training and Beat-Rhythm Consistency
Wenhan Jiang, Zhipeng Deng, Jiale Zhou +3
Deep learning models for electrocardiogram (ECG) classification often suffer from significant performance degradation when deployed in unseen domains due to shifts in acquisition d…
Tri-VQA: Triangular Reasoning Medical Visual Question Answering for Multi-Attribute Analysis
Lin Fan, Xun Gong, Cenyang Zheng +1
The intersection of medical Visual Question Answering (Med-VQA) is a challenging research topic with advantages including patient engagement and clinical expert involvement for sec…
MDA: An Interpretable and Scalable Multi-Modal Fusion under Missing Modalities and Intrinsic Noise Conditions
Lin Fan, Yafei Ou, Cenyang Zheng +5
Multi-modal learning has shown exceptional performance in various tasks, especially in medical applications, where it integrates diverse medical information for comprehensive diagn…