Zalan Fabian

Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory

2023 · arXiv (Cornell University)

Deep learning models are prone to forgetting information learned in the past when trained on new data. This problem becomes even more pronounced in the context of federated learning (FL), where data is decentralized and …