Search Results for author: Dzmitry Huba

Found 4 papers, 2 papers with code

Papaya: Practical, Private, and Scalable Federated Learning

no code implementations8 Nov 2021 Dzmitry Huba, John Nguyen, Kshitiz Malik, Ruiyu Zhu, Mike Rabbat, Ashkan Yousefpour, Carole-Jean Wu, Hongyuan Zhan, Pavel Ustinov, Harish Srinivas, Kaikai Wang, Anthony Shoumikhin, Jesik Min, Mani Malek

Our work tackles the aforementioned issues, sketches of some of the system design challenges and their solutions, and touches upon principles that emerged from building a production FL system for millions of clients.

Federated Learning

Federated Learning with Buffered Asynchronous Aggregation

no code implementations11 Jun 2021 John Nguyen, Kshitiz Malik, Hongyuan Zhan, Ashkan Yousefpour, Michael Rabbat, Mani Malek, Dzmitry Huba

On the other hand, asynchronous aggregation of client updates in FL (i. e., asynchronous FL) alleviates the scalability issue.

Federated Learning Privacy Preserving

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