1 citations · 1 across the 1 of their papers we have counts for
2 papers
cs.LG2025
Dual-Distilled Heterogeneous Federated Learning with Adaptive Margins for Trainable Global Prototypes
Fatema Siddika, Md Anwar Hossen, Wensheng Zhang +3
Heterogeneous Federated Learning (HFL) has gained significant attention for its capacity to handle both model and data heterogeneity across clients. Prototype-based HFL methods eme…
cs.GT2024★ 1 cited
Fair Allocation of Bandwidth At Edge Servers For Concurrent Hierarchical Federated Learning
Md Anwar Hossen, Fatema Siddika, Wensheng Zhang
This paper explores concurrent FL processes within a three-tier system, with edge servers between edge devices and FL servers. A challenge in this setup is the limited bandwidth fr…