3 papers
cs.LG2026
Dual Attention Heads for Personalized Federated Learning in ECG Classification
Kien Le, Joseph Lindley, Quoc Bao Phan +1
Federated learning (FL) enables collaborative model training across institutions without sharing sensitive patient data. However, the inherent heterogeneity of electrocardiogram (E…
cs.LG2026
Entropy-Guided Tensor Compression for Multimodal Federated Learning on Edge Devices
Quoc Bao Phan, Tuy Tan Nguyen
Federated learning (FL) over mobile and edge devices increasingly involves multimodal models in which clients differ in both sensing capability and computational capacity. Existing…
cs.LG2026
QFedAgent: Quantum-Enhanced Personalized Federated Learning for Multi-Agent Activity Recognition
Quoc Bao Phan, Tuy Tan Nguyen
Federated learning (FL) enables collaborative model training across distributed devices without sharing raw data, making it suitable for privacy-sensitive robotic sensing applicati…