3 papers
cs.LG2025
FairEnergy: Contribution-Based Fairness meets Energy Efficiency in Federated Learning
Ouiame Marnissi, Hajar EL Hammouti, El Houcine Bergou
Federated learning (FL) enables collaborative model training across distributed devices while preserving data privacy. However, balancing energy efficiency and fair participation w…
cs.IT2024
Semantic-Aware Resource Allocation in Constrained Networks with Limited User Participation
Ouiame Marnissi, Hajar EL Hammouti, El Houcine Bergou
Semantic communication has gained attention as a key enabler for intelligent and context-aware communication. However, one of the key challenges of semantic communications is the n…
cs.LG2024
Joint Probability Selection and Power Allocation for Federated Learning
Ouiame Marnissi, Hajar EL Hammouti, El Houcine Bergou
In this paper, we study the performance of federated learning over wireless networks, where devices with a limited energy budget train a machine learning model. The federated learn…