Unleashing the power of continual learning on non-centralized devices: A survey

Y Li, H Wang, W Xu, T Xiao, H Liu, M Tu… - arXiv preprint arXiv …, 2024 - arxiv.org
Non-Centralized Continual Learning (NCCL) has become an emerging paradigm for
enabling distributed devices such as vehicles and servers to handle streaming data from a …

Addressing Catastrophic Forgetting in Federated Learning on Resource-Constrained Devices: A Feature Replay Approach

Z Gao, J Zhang, X Yu - International Conference on Intelligent Computing, 2024 - Springer
Federated learning is a new type of privacy-preserving distributed machine learning method.
Despite its advantages, Federated learning suffers from catastrophic forgetting due to the …