Search Results for author: Amir Sonee

Found 2 papers, 0 papers with code

Wireless Federated Learning with Limited Communication and Differential Privacy

no code implementations1 Jun 2021 Amir Sonee, Stefano Rini, Yu-Chih Huang

This paper investigates the role of dimensionality reduction in efficient communication and differential privacy (DP) of the local datasets at the remote users for over-the-air computation (AirComp)-based federated learning (FL) model.

Dimensionality Reduction Federated Learning

Efficient Federated Learning over Multiple Access Channel with Differential Privacy Constraints

no code implementations15 May 2020 Amir Sonee, Stefano Rini

Accordingly, the objective of the clients is to minimize the training loss subject to (i) rate constraints for reliable communication over the MAC and (ii) DP constraint over the local datasets.

Federated Learning Quantization

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