Efficient Data Valuation Approximation in Federated Learning: A Sampling-based Approach

Shuyue Wei, Yongxin Tong, Zimu Zhou +2

Federated learning paradigm to utilize datasets across multiple data providers. In FL, cross-silo data providers often hesitate to share their high-quality dataset unless their dat…