Continual Learning of Dynamical Systems in Recurrent Neural Networks through Recyclable Unit Gating

Sima Hashemi, Daniel Durstewitz, Georgia Koppe

Dynamical Systems Reconstruction (DSR) aims to infer models from observed time series that reproduce a system's qualitative long-term behavior. Continual DSR (cDSR) requires learni…