John Lucas R. P. de Sousa

ALFadapt: Mitigating Catastrophic Forgetting in Federated Learning

2025

Catastrophic forgetting, driven by concept drift, challenges federated learning (FL), especially in dynamic environments. Existing layer-freezing methods focus on communication efficiency but often overlook concept drift’s impact on individual neural network layers. We propose ALFadapt …