Rajarshi Saha | DeepAI

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∙ 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...

0 Rajarshi Saha, et al. ∙

∙ 05/23/2022

Semi-Decentralized Federated Learning with Collaborative Relaying

We present a semi-decentralized federated learning algorithm wherein cli...

8 Michal Yemini, et al. ∙

∙ 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...

10 Michal Yemini, et al. ∙

∙ 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...

3 Rajarshi Saha, et al. ∙

∙ 10/02/2021

Partner-Aware Algorithms in Decentralized Cooperative Bandit Teams

When humans collaborate with each other, they often make decisions by ob...

5 Erdem Bıyık, et al. ∙

∙ 03/13/2021

Distributed Learning and Democratic Embeddings: Polynomial-Time Source Coding Schemes Can Achieve Minimax Lower Bounds for Distributed Gradient Descent under Communication Cons

In this work, we consider the distributed optimization setting where inf...

11 Rajarshi Saha, et al. ∙

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