2 papers
cs.LG2025
Adaptive Federated Learning via Dynamical System Model
Aayushya Agarwal, Larry Pileggi, Gauri Joshi
Hyperparameter selection is critical for stable and efficient convergence of heterogeneous federated learning, where clients differ in computational capabilities, and data distribu…
cs.LG2024
FedECADO: A Dynamical System Model of Federated Learning
Aayushya Agarwal, Gauri Joshi, Larry Pileggi
Federated learning harnesses the power of distributed optimization to train a unified machine learning model across separate clients. However, heterogeneous data distributions and…