Federated Continual Learning Goes Online: Leveraging Uncertainty for Modality-Agnostic Class-Incremental Learning. - Giuseppe Serra 004; Florian Buettner 001 (CoRR, 2024)

Federated Continual Learning Goes Online: Uncertainty-Aware Memory Management for Vision Tasks and Beyond. - Giuseppe Serra 004; Florian Buettner 001 (ICLR, 2025)

How to Leverage Predictive Uncertainty Estimates for Reducing Catastrophic Forgetting in Online Continual Learning. - Giuseppe Serra 004; Ben Werner; Florian Buettner 001 (Trans. Mach. Learn. Res., 2025)