Haiping Xu

A Mathematical Framework for Balance-Aware Federated Analytics of Confidential Multi-Entity Accounting Data

Balance-Aware Federated Analytics (BAFA), a constrained federated framework that combines voucher-level differential privacy, debit–credit and period-continuity regularization, account-hierarchy smoothing, secure aggregation, and a one-sided balance-aware update correction, is developed.