Si-Wei Xue

Toward Sustainable Federated Learning: A Learning Incentive Framework Balancing Energy Limits and Fairness

Federated Learning (FL) has gained significant attention for its ability to collaboratively train machine learning models across distributed clients. However, traditional FL approaches often overlook the issues of both participation willingness of clients and their early dropouts due to energy depletions over a long-te...