Publications

2022

• Faster non-convex federated learning via global and local momentum (arXiv, software)
  R. Das, A. Acharya, A. Hashemi, S. Sanghavi, I. Dhillon, U. Topcu.
  To appear in Conference on Uncertainity in Artificial Intelligence (UAI) (UAI), 2022. (Spotlight)

2021

• On the Benefits of Multiple Gossip Steps in Communication-Constrained Decentralized Federated Learning (pdf, software)
  A. Hashemi, A. Acharya, R. Das, H. Vikalo, S. Sanghavi, I. Dhillon.
  IEEE Transactions on Parallel and Distributed Systems (IEEE TPDS) , December 2021.