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cs.LG2026
VARS-FL: Validation-Aligned Client Selection for Non-IID Federated Learning in IoT Systems
Mohamed Lakas, Mohamed Amine Ferrag
Federated learning (FL) systems typically employ stateless client selection, treating each communication round independently and ignoring accumulated evidence of client contributio…
cs.LG2026
FreeGNN: Continual Source-Free Graph Neural Network Adaptation for Renewable Energy Forecasting
Abderaouf Bahi, Amel Ourici, Ibtissem Gasmi +3
Accurate forecasting of renewable energy generation is essential for efficient grid management and sustainable power planning. However, traditional supervised models often require…