Lightweight Federated Incremental Learning via Decoupled Replay
Xiuying Wang, Yichen Li, Hang Su, Gaozhuo Liu, Shiwei Li, Chuang Zhao, Jiangming Shi, Imran Razzak
A lightweight feature-replay framework that reduces storage and communication overhead while mitigating catastrophic forgetting in federated incremental learning.
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