Our ICLR paper proves that not everything needs to be forgotten — tackling catastrophic forgetting head-on!

We propose an uncertainty-aware memory-based approach for online Federated Continual Learning. Using a Bregman Information estimator to guide selective replay, the method reduces catastrophic forgetting across modalities while preserving privacy and communication efficiency. Presented at the Thirteenth International Conference on Learning Representations (ICLR).