2 papers
cs.GT2025
A Renegotiable contract-theoretic incentive mechanism for Federated learning
Xavier Tan, Xiaoli Tang, Han Yu
Federated learning (FL) has gained prominence due to heightened concerns over data privacy. Privacy restrictions limit the visibility for data consumers (DCs) to accurately assess…
cs.LG2023
Hire When You Need to: Gradual Participant Recruitment for Auction-based Federated Learning
Xavier Tan, Han Yu
The success of Federated Learning (FL) depends on the quantity and quality of the data owners (DOs) as well as their motivation to join FL model training. Reputation-based FL parti…