3 papers
cs.NI2026
GreenFLag: A Green Agentic Approach for Energy-Efficient Federated Learning
Theodora Panagea, Nikolaos Koursioumpas, Lina Magoula +1
Progressing toward a new generation of mobile networks, a clear focus on integrating distributed intelligence across the system is observed to drive performance, autonomy, and real…
cs.LG2023
A Safe Deep Reinforcement Learning Approach for Energy Efficient Federated Learning in Wireless Communication Networks
Nikolaos Koursioumpas, Lina Magoula, Nikolaos Petropouleas +5
Progressing towards a new era of Artificial Intelligence (AI) - enabled wireless networks, concerns regarding the environmental impact of AI have been raised both in industry and a…
cs.NE2023
A Safe Genetic Algorithm Approach for Energy Efficient Federated Learning in Wireless Communication Networks
Lina Magoula, Nikolaos Koursioumpas, Alexandros-Ioannis Thanopoulos +4
Federated Learning (FL) has emerged as a decentralized technique, where contrary to traditional centralized approaches, devices perform a model training in a collaborative manner,…