Krishna Harsha Kovelakuntla Huthasana

Entropy-Regularized Probabilistic Gates for Sparse Model Discovery in Scarce-Data Federated Learning

Krishna Harsha Kovelakuntla Huthasana, Alireza Olama, Andreas Lundell

Federated Learning (FL) is a distributed machine learning (ML) paradigm with collaboration among multiple clients without sharing data. FL is challenging under data heterogeneity and partial client participation. Learning sparse models is useful for communication and computationa…Read more