FIDAL: Diversity-Aware Federated Active Learning Under Real-World Distribution Shifts

David Dueñas Gaviria, Shadi Albarqouni

Federated learning enables collaborative model training across institutions without centralizing data, yet high annotation costs, domain shifts, and class imbalance remain major ob…