9 citations · 10 across the 3 of their papers we have counts for
3 papers
cs.IT2021
Wireless Federated Learning with Limited Communication and Differential Privacy
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 com…
cs.LG2020★ 9 cited
Efficient Federated Learning over Multiple Access Channel with Differential Privacy Constraints
Amir Sonee, Stefano Rini
In this paper, the problem of federated learning (FL) through digital communication between clients and a parameter server (PS) over a multiple access channel (MAC), also subject t…
cs.IT2013★ 1 cited
On the Capacity of Special Classes of Gaussian Relay Networks with Orthogonal Components and Noncausal State Information at Source
Amir Sonee, Ghosheh Abed Hodtani
In this paper, we study relay networks with orthogonal components in presence of noncausal channel state information (CSI) available at the source. We propose an upper bound on the…