Zimu Zhou

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

2025

Federated learning (FL) has emerged as a prominent distributed 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 data value can …