research
∙
02/28/2023
Collaborative Mean Estimation over Intermittently Connected Networks with Peer-To-Peer Privacy
This work considers the problem of Distributed Mean Estimation (DME) ove...
share
research
∙
05/23/2022
Semi-Decentralized Federated Learning with Collaborative Relaying
We present a semi-decentralized federated learning algorithm wherein cli...
research
∙
02/24/2022
Robust Federated Learning with Connectivity Failures: A Semi-Decentralized Framework with Collaborative Relaying
Intermittent client connectivity is one of the major challenges in centr...
research
∙
02/23/2022
Minimax Optimal Quantization of Linear Models: Information-Theoretic Limits and Efficient Algorithms
We consider the problem of quantizing a linear model learned from measur...
research
∙
10/02/2021
Partner-Aware Algorithms in Decentralized Cooperative Bandit Teams
When humans collaborate with each other, they often make decisions by ob...
research
∙
03/13/2021