Deepesh Data

A Field Guide to Federated Optimization

Jianyu Wang, Zachary Charles, Zheng Xu et al. · arXiv (Cornell University) · 2021 · 167 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +18

SPARQ-SGD: Event-Triggered and Compressed Communication in Decentralized Optimization

Navjot Singh, Deepesh Data, Jemin George et al. · IEEE Transactions on Automatic Control · 2022 · 48 citations

Population Protocol, Engineering, Machine Learning +12

Shuffled Model of Federated Learning: Privacy, Accuracy and Communication Trade-Offs

Antonious M. Girgis, Deepesh Data, Suhas Diggavi et al. · IEEE Journal on Selected Areas in Information Theory · 2021 · 46 citations

Shuffled Model of Differential Privacy in Federated Learning

Antonious M. Girgis, Deepesh Data, Suhas Diggavi et al. · International Conference on Artificial Intelligence and Statistics · 2021 · 39 citations

Engineering, Information Security, Federated Learning +9

Communication and Randomness Lower Bounds for Secure Computation

Deepesh Data, Vinod M. Prabhakaran, Manoj Prabhakaran · IEEE Transactions on Information Theory · 2016 · 34 citations · Full text

Engineering, Information Security, Information Leakage +16