Federated Class Incremental Learning: A Pseudo Feature Based Approach Without Exemplars

Min Kyoon Yoo, Yu Rang Park

Federated learning often assumes that data is fixed in advance, which is unrealistic in many real-world scenarios where new data continuously arrives, causing catastrophic forgetti…