2 papers
cs.LG2021
Non-IID data and Continual Learning processes in Federated Learning: A long road ahead
Marcos F. Criado, Fernando E. Casado, Roberto Iglesias +2
Federated Learning is a novel framework that allows multiple devices or institutions to train a machine learning model collaboratively while preserving their data private. This dec…
cs.LG2021
Concept drift detection and adaptation for federated and continual learning
Fernando E. Casado, Dylan Lema, Marcos F. Criado +3
Smart devices, such as smartphones, wearables, robots, and others, can collect vast amounts of data from their environment. This data is suitable for training machine learning mode…