Federated Active Learning Under Extreme Non-IID and Global Class Imbalance

Chen-Chen Zong, Sheng-Jun Huang

Federated active learning (FAL) seeks to reduce annotation cost under privacy constraints, yet its effectiveness degrades in realistic settings with severe global class imbalance a…