Reducing Carbon Emissions in Federated Learning through Adaptive Model Size Optimization

FedGreen, a carbon-aware federated learning approach, efficiently trains models by adopting adaptive model sizes shared with clients based on their carbon profiles and locations using ordered dropout as a model compression technique.