El Houcine Bergou

Most-cited papers

GRACE: A Compressed Communication Framework for Distributed Machine Learning
Hang Xu, Chen-Yu Ho, A. Abdelmoniem, Aritra Dutta +4 more
2021IEEE International Conference on Distributed Computing Systems94 citations
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On the Discrepancy between the Theoretical Analysis and Practical Implementations of Compressed Communication for Distributed Deep Learning
Aritra Dutta, El Houcine Bergou, A. Abdelmoniem, Chen-Yu Ho +3 more
2019AAAI Conference on Artificial Intelligence92 citations Open access
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Compressed Communication for Distributed Deep Learning: Survey and Quantitative Evaluation
Hang Xu, Chen-Yu Ho, A. Abdelmoniem, Aritra Dutta +4 more
202082 citations
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Stochastic Three Points Method for Unconstrained Smooth Minimization
El Houcine Bergou, Eduard A. Gorbunov, Peter Richtárik
2019SIAM Journal on Optimization68 citations Open access
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Review article: Towards improved drought prediction in the Mediterranean region – modeling approaches and future directions
Bouchra Zellou, N. El Moçayd, El Houcine Bergou
2023Natural Hazards and Earth System Sciences40 citations Open access
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Client Selection in Federated Learning based on Gradients Importance
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2021INTERNATIONAL CONFERENCE ON ELECTRONICS, ENGINEERING PHYSICS, AND EARTH SCIENCE36 citations Open access
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A Stochastic Derivative Free Optimization Method with Momentum
Eduard A. Gorbunov, Adel Bibi, Ozan Sener, El Houcine Bergou +1 more
2019International Conference on Learning Representations26 citations
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Adaptive Sparsification and Quantization for Enhanced Energy Efficiency in Federated Learning
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2024IEEE Open Journal of the Communications Society21 citations Open access
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A Stochastic Derivative-Free Optimization Method with Importance Sampling: Theory and Learning to Control
Adel Bibi, El Houcine Bergou, Ozan Sener, Bernard Ghanem +1 more
2019AAAI Conference on Artificial Intelligence17 citations Open access
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Muti-Agent Proximal Policy Optimization For Data Freshness in UAV-assisted Networks
M. Ndiaye, El Houcine Bergou, Hajar El Hammouti
20232023 IEEE International Conference on Communications Workshops (ICC Workshops)12 citations Open access
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Age-of-Updates Optimization for UAV-assisted Networks
M. Ndiaye, El Houcine Bergou, M. Ghogho, Hajar El Hammouti
2022Global Communications Conference12 citations Open access
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Personalized Federated Learning with Communication Compression
El Houcine Bergou, Konstantin Burlachenko, Aritra Dutta, Peter Richtárik
2022Trans. Mach. Learn. Res.11 citations Open access
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AI-based identification and support of at-risk students: A case study of the Moroccan education system
Ismail Elbouknify, Ismail Berrada, Loubna Mekouar, Youssef Iraqi +4 more
2025arXiv.org10 citations
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Minibatch Stochastic Three Points Method for Unconstrained Smooth Minimization
Soumia Boucherouite, G. Malinovsky, Peter Richtárik, El Houcine Bergou
2022AAAI Conference on Artificial Intelligence9 citations Open access
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Semantic-Aware Resource Allocation in Constrained Networks with Limited User Participation
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2024IEEE Wireless Communications and Networking Conference7 citations Open access
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A Note on Randomized Kaczmarz Algorithm for Solving Doubly-Noisy Linear Systems
El Houcine Bergou, Soumia Boucherouite, Aritra Dutta, Xin Li +1 more
2023arXiv.org7 citations Open access
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EUREKHA: Enhancing User Representation for Key Hackers Identification in Underground Forums
Abdoul Nasser Hassane Amadou, Anas Motii, Saida Elouardi, El Houcine Bergou
2024International Conference on Trust, Security and Privacy in Computing and Communications6 citations Open access
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Energy Efficient Aerial RIS: Phase Shift Optimization and Trajectory Design
Hajar El Hammouti, Adnane Saoud, Asma Ennahkami, El Houcine Bergou
2024IEEE Vehicular Technology Conference6 citations Open access
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If You Want to Be Robust, Be Wary of Initialization
Sofiane Ennadir, J. Lutzeyer, M. Vazirgiannis, El Houcine Bergou
2025Neural Information Processing Systems5 citations
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Investigating the Predictive Potential of Large Language Models in Student Dropout Prediction
Abdelghafour Aboukacem, Ismail Berrada, El Houcine Bergou, Youssef Iraqi +1 more
2024International Conference on Artificial Intelligence in Education5 citations
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Age-of-Information in UAV-assisted Networks: a Decentralized Multi-Agent Optimization
M. Ndiaye, El Houcine Bergou, Hajar El Hammouti
2023IEEE Wireless Communications and Networking Conference5 citations Open access
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Tolerating Outliers: Gradient-Based Penalties for Byzantine Robustness and Inclusion
Latifa Errami, El Houcine Bergou
2024International Joint Conference on Artificial Intelligence4 citations Open access
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Towards Improved Drought Prediction in the 1 Mediterranean Region – Modelling Approaches and Future 2 Directions 3 4
Bouchra Zellou, N. El Moçayd, El Houcine Bergou
20234 citations
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A Comprehensive Evaluation of Byzantine Attacks and Defenses Under Data Heterogeneity
Latifa Errami, El Houcine Bergou, Hajar El Hammouti
2025IEEE Access3 citations Open access
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Student At-Risk Identification and Classification Through Multitask Learning: A Case Study on the Moroccan Education System
Ismail Elbouknify, Ismail Berrada, Loubna Mekouar, Youssef Iraqi +4 more
2024International Conference on Artificial Intelligence in Education3 citations
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Ensemble DNN for Age-of-Information Minimization in UAV-assisted Networks
M. Ndiaye, El Houcine Bergou, Hajar El Hammouti
2023IEEE Vehicular Technology Conference3 citations Open access
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Joint Optimization of Expected Age-of-Information and Its Variance in UAV-Assisted Networks
M. Ndiaye, Hajar El Hammouti, El Houcine Bergou
2025IEEE Open Journal of the Communications Society2 citations Open access
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A Note on the Randomized Kaczmarz Algorithm for Solving Doubly Noisy Linear Systems
El Houcine Bergou, Soumia Boucherouite, Aritra Dutta, Xin Li +1 more
2024SIAM Journal on Matrix Analysis and Applications2 citations
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Demystifying the Myths and Legends of Nonconvex Convergence of SGD
Aritra Dutta, El Houcine Bergou, Soumia Boucherouite, Nicklas Werge +2 more
2023arXiv.org2 citations
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Joint Probability Selection and Power Allocation for Federated Learning
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
20232023 IEEE Future Networks World Forum (FNWF)2 citations Open access
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Outsmarting the Atmospheric Turbulence for Ground-Based Telescopes Using the Stochastic Levenberg-Marquardt Method
Yuxi Hong, El Houcine Bergou, N. Doucet, Hao Zhang +5 more
2021European Conference on Parallel Processing2 citations
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Direct Nonlinear Acceleration
Aritra Dutta, El Houcine Bergou, Yunming Xiao, Marco Canini +1 more
2019EURO Journal on Computational Optimization2 citations Open access
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Beyond LoRA: Is Sparsity-Induced Adaptation Better?
E. Cadenhead, Cristian McGee, Xin Li, El Houcine Bergou +1 more
2026arXiv.org1 citations
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Stabilizing Policy Gradient Methods via Reward Profiling
Shihab Ahmed, El Houcine Bergou, Aritra Dutta, Yue Wang
2025AAAI Conference on Artificial Intelligence1 citations
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Where Have All the Kaczmarz Iterates Gone?
El Houcine Bergou, Soumia Boucherouite, Aritra Dutta, Xin Li +1 more
2025arXiv.org1 citations
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Latency Minimization in Heterogeneous Federated Learning through Joint Compression and Resource Allocation
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
20242024 IEEE 100th Vehicular Technology Conference (VTC2024-Fall)1 citations
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Binary Cyclic Gradient Coding: Exact Recovery and Robustness to Compression
Hassan Ou-azzou, Imad Kissami, El Houcine Bergou
20260 citations
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TACO: Ternary Absolute-max Column-wise One-sparse Optimizer for LLM Fine-Tuning
Ji-Chao Jiang, Cristian McGee, El Houcine Bergou, Han-Qin Cai +1 more
20260 citations
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Trust the Direction, Search the Step: Zero-and-First-Order Methods for LLM Fine-Tuning
Cristian McGee, El Houcine Bergou, Aritra Dutta
20260 citations
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Just Few States are Enough: Randomized Sparse Feedback for Stability of Dynamical Systems
Zaid Hadach, Hajar Elhammouti, El Houcine Bergou, Adnane Saoud
2025AAAI Conference on Artificial Intelligence0 citations
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FairEnergy: Contribution-Based Fairness meets Energy Efficiency in Federated Learning
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
20252026 IEEE International Conference on Communications Workshops (ICC Workshops)0 citations
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On the Fairness of Ensemble Learning Methods in Student Dropout Prediction
Abdelghafour Aboukacem, Loubna Mekouar, El Houcine Bergou, Youssef Iraqi +1 more
2025International Conference on Artificial Intelligence in Education0 citations
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Impact of Sparsification and Quantization on Energy Consumption in Federated Learning
Ouiame Marnissi, Karim Boubouh, Hajar Elhammouti, El Houcine Bergou +1 more
2025International Conference on Networked Systems0 citations
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Efficient Client Sampling with Compression in Heterogeneous Federated Learning
Ouiame Marnissi, Hajar El Hammouti, El Houcine Bergou
2024Conference on Computer Communications Workshops0 citations
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Linear Scalarization for Byzantine-robust learning on non-IID data
Latifa Errami, El Houcine Bergou
2022arXiv.org0 citations Open access
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