Yahya H. Ezzeldin | DeepAI

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∙ 03/27/2023

The Resource Problem of Using Linear Layer Leakage Attack in Federated Learning

Secure aggregation promises a heightened level of privacy in federated l...

0 Joshua C. Zhao, et al. ∙

∙ 03/21/2023

Secure Aggregation in Federated Learning is not Private: Leaking User Data at Large Scale through Model Modification

Security and privacy are important concerns in machine learning. End use...

0 Joshua C. Zhao, et al. ∙

∙ 08/03/2022

How Much Privacy Does Federated Learning with Secure Aggregation Guarantee?

Federated learning (FL) has attracted growing interest for enabling priv...

0 Ahmed Roushdy Elkordy, et al. ∙

∙ 10/02/2021

FairFed: Enabling Group Fairness in Federated Learning

As machine learning becomes increasingly incorporated in crucial decisio...

5 Yahya H. Ezzeldin, et al. ∙

∙ 08/01/2021

A Reinforcement Learning Approach for Scheduling in mmWave Networks

We consider a source that wishes to communicate with a destination at a ...

0 Mine Gokce Dogan, et al. ∙

∙ 02/01/2021

On optimal relay placement in directional networks

In this paper, we study the problem of optimal topology design in wirele...

0 Mine Gokce Dogan, et al. ∙

∙ 12/14/2020

Quantizing data for distributed learning

We consider machine learning applications that train a model by leveragi...

9 Osama A. Hanna, et al. ∙

∙ 05/13/2020

Gaussian 1-2-1 Networks with Imperfect Beamforming

In this work, we study bounds on the capacity of full-duplex Gaussian 1-...

0 Yahya H. Ezzeldin, et al. ∙

∙ 11/01/2019

On Distributed Quantization for Classification

We consider the problem of distributed feature quantization, where the g...

5 Osama A. Hanna, et al. ∙

∙ 01/09/2019

Polynomial-time Capacity Calculation and Scheduling for Half-Duplex 1-2-1 Networks

This paper studies the 1-2-1 half-duplex network model, where two half-d...

0 Yahya H. Ezzeldin, et al. ∙

∙ 01/09/2018

Secure Communication over 1-2-1 Networks

In a companion paper available in [1], the authors examined the capacity...

0 Gaurav Kumar Agarwal, et al. ∙

∙ 01/08/2018

Gaussian 1-2-1 Networks: Capacity Results for mmWave Communications

This paper proposes a new model for wireless relay networks referred to ...

0 Yahya H. Ezzeldin, et al. ∙