activity
20162026
most citedExploring the Privacy-Energy Consumption Tradeoff for Split Federated Learning

20 citations · 27 across the 15 of their papers we have counts for

collaborators
Showing cs.ITShow all

7 papers · 1 filter

cs.IT2026

When Phase Doesn't Matter: Self-Coherent Over-the-Air Computation at Sub-THz

Sherif Ghozzy, Mohamed Seif, H. Vincent Poor +1

Over-the-air computation (OAC) enables efficient function aggregation in wireless networks by exploiting the superposition property of the multiple-access channel. However, practic…

cs.IT2025★ 1 cited

Protecting Human Activity Signatures in Compressed IEEE 802.11 CSI Feedback

Mohamed Seif, Atsutse Kludze, Yasaman Ghasempour +3

Explicit channel state information (CSI) feedback in IEEE~802.11 conveys \emph{transmit beamforming directions} by reporting quantized Givens rotation and phase angles that paramet…

cs.IT2025

Adversary-Aware Private Inference over Wireless Channels

Mohamed Seif, Malcolm Egan, Andrea J. Goldsmith +1

AI-based sensing at wireless edge devices has the potential to significantly enhance Artificial Intelligence (AI) applications, particularly for vision and perception tasks such as…

cs.IT2025

Differentially Private Spectral Graph Clustering: Balancing Privacy, Accuracy, and Efficiency

Antti Koskela, Mohamed Seif, H. Vincent Poor +1

We study spectral graph clustering under edge differential privacy. We propose a matrix shuffling mechanism that combines randomized edge flipping with a random permutation of the…

cs.IT2024

Over-the-Air Collaborative Inference with Feature Differential Privacy

Mohamed Seif, Yuqi Nie, Andrea Goldsmith +1

Collaborative inference in next-generation networks can enhance Artificial Intelligence (AI) applications, including autonomous driving, personal identification, and activity class…

cs.IT2023

Collaborative Mean Estimation over Intermittently Connected Networks with Peer-To-Peer Privacy

Rajarshi Saha, Mohamed Seif, Michal Yemini +2

This work considers the problem of Distributed Mean Estimation (DME) over networks with intermittent connectivity, where the goal is to learn a global statistic over the data sampl…

cs.IT2016

Achievable Degrees of Freedom of the K-user MISO Broadcast Channel with Alternating CSIT via Interference Creation-Resurrection

Mohamed Seif, Amr El-Keyi, Mohammed Nafie

Channel state information at the transmitter affects the degrees of freedom of the wireless networks. In this paper, we analyze the DoF for the K-user multiple-input single-output…