Guorong Qin

MAPLE-Fed: A Multi-center Adaptive Differential-Privacy Federated Learning Algorithm for Secure Modeling of Sensitive Data

2026 · International Journal of Pattern Recognition and Artificial Intelligence

Modern applications in healthcare, finance and cross-institutional research increasingly require building predictive models from sensitive data that reside across multiple centers. However, multi-center data often exhibit challenges such as data imbalance, non-IID distributions, and strict …