Parameterizing echo state networks for multi-step time series prediction. - Johannes Viehweg; Karl Worthmann; Patrick Mäder (Neurocomputing, 2023)

A systematic comparison of deep learning methods for EEG time series analysis. - Dominik Walther; Johannes Viehweg; Jens Haueisen; Patrick Mäder (Frontiers Neuroinformatics, 2023)

A systematic study of Echo State Networks topologies for chaotic time series prediction. - Johannes Viehweg; Philipp Teutsch; Patrick Mäder (Neurocomputing, 2025)

Temporal convolution derived multi-layered reservoir computing. - Johannes Viehweg; Dominik Walther; Patrick Mäder (Neurocomputing, 2025)

Deterministic Reservoir Computing for Chaotic Time Series Prediction. - Johannes Viehweg; Constanze Poll; Patrick Mäder (CoRR, 2025)