119 citations · 172 across the 15 of their papers we have counts for
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cs.LG2021
Robust Federated Learning via Over-The-Air Computation
Houssem Sifaou, Geoffrey Ye Li
This paper investigates the robustness of over-the-air federated learning to Byzantine attacks. The simple averaging of the model updates via over-the-air computation makes the lea…
cs.IT2021★ 1 cited
Performance Analysis of Regularized Convex Relaxation for Complex-Valued Data Detection
Ayed M. Alrashdi, Houssem Sifaou
In this work, we study complex-valued data detection performance in massive multiple-input multiple-output (MIMO) systems. We focus on the problem of recovering an -dimensional…
cs.LG2021★ 3 cited
A Precise Performance Analysis of Support Vector Regression
Houssem Sifaou, Abla kammoun, Mohamed-Slim Alouini
In this paper, we study the hard and soft support vector regression techniques applied to a set of linear measurements of the form wh…