Long Short-term Cognitive Networks (LSTCNs) are recurrent neural networks for univariate and multivariate time series forecasting. This interpretable neural system is rooted in cognitive mapping ...

Researchers from Oxford University, University College London, and collaborating institutions across Germany, France, and the ...

Recent studies in neuroscience suggest that it is cognitive maps in human brains that grant humans highly interpretable behaviors. Inspired by this, we introduce the successor representation (SR) ...