5 citations · 6 across the 2 of their papers we have counts for
2 papers
stat.ML2022★ 5 cited
An Improved Algorithm for Clustered Federated Learning
Harshvardhan, Avishek Ghosh, Arya Mazumdar
In this paper, we address the dichotomy between heterogeneous models and simultaneous training in Federated Learning (FL) via a clustering framework. We define a new clustering mod…
cs.LG2022★ 1 cited
Tackling benign nonconvexity with smoothing and stochastic gradients
Harsh Vardhan, Sebastian U. Stich
Non-convex optimization problems are ubiquitous in machine learning, especially in Deep Learning. While such complex problems can often be successfully optimized in practice by usi…