Bergou, El Houcine

1. Client Selection in Federated Learning based on Gradients Importance
   2021/11/19 by Ouiame Marnissi, Hajar El Hammouti, Marnissi, Ouiame +3 · 6 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
2. A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control
   2019/02/04 by Bibi, Adel, Bergou, El Houcine, Sener, Ozan +2 · 1 citation
   #FOS: Mathematics #Optimization and Control (math.OC)
3. Stochastic Three Points Method for Unconstrained Smooth Minimization
   2019/02/10 by Bergou, El Houcine, Gorbunov, Eduard, Richtárik, Peter · 1 citation
   #FOS: Mathematics #Optimization and Control (math.OC)
4. A Stochastic Derivative Free Optimization Method with Momentum
   2019/05/30 by Eduard Gorbunov, Adel Bibi, Gorbunov, Eduard +7 · 1 citation
   Computer Science · Engineering · Mathematics · #FOS: Mathematics #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
5. Ensemble DNN for Age-of-Information Minimization in UAV-assisted Networks
   2023/09/06 by Mouhamed Naby Ndiaye, Ndiaye, Mouhamed Naby, El Houcine Bergou +3 · 1 citation
   Computer Science · Engineering · #Age of Information Optimization #FOS: Computer and information sciences #FOS: Mathematics #IoT Networks and Protocols #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Optimization and Control (math.OC)
6. A Stochastic Iteratively Regularized Gauss-Newton Method
   2024/09/19 by El Houcine Bergou, Neil K. Chada, Bergou, El Houcine +3 · 1 citation
   Mathematics · #Numerical methods in inverse problems #Statistical and numerical algorithms #Advanced Optimization Algorithms Research
7. Direct-search methods for decentralized blackbox optimization
   2025/04/05 by El Houcine Bergou, Bergou, El Houcine, Youssef Diouane +5 · 1 citation
   Computer Science · Mathematics · #90C56 #Advanced Optimization Algorithms Research #Distributed Control Multi-Agent Systems #FOS: Mathematics #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
8. Energy Efficient Aerial RIS: Phase Shift Optimization and Trajectory Design
   2024/07/25 by Hammouti, Hajar El, Saoud, Adnane, Ennahkami, Asma +1 · 1 citation
   #FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering
9. Demystifying the Myths and Legends of Nonconvex Convergence of SGD
   2023/10/19 by Aritra Dutta, Dutta, Aritra, El Houcine Bergou +9 · 1 citation
   Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques