Search Results for author: Leonard Bereska

Found 4 papers, 3 papers with code

Tractable Dendritic RNNs for Reconstructing Nonlinear Dynamical Systems

1 code implementation6 Jul 2022 Manuel Brenner, Florian Hess, Jonas M. Mikhaeil, Leonard Bereska, Zahra Monfared, Po-Chen Kuo, Daniel Durstewitz

In many scientific disciplines, we are interested in inferring the nonlinear dynamical system underlying a set of observed time series, a challenging task in the face of chaotic behavior and noise.

Time Series Time Series Analysis +1

Continual Learning of Dynamical Systems with Competitive Federated Reservoir Computing

1 code implementation27 Jun 2022 Leonard Bereska, Efstratios Gavves

Our results suggest that reservoir computing is a promising candidate framework for the continual learning of dynamical systems.

Continual Learning

Tractable Dendritic RNNs for Identifying Unknown Nonlinear Dynamical Systems

no code implementations29 Sep 2021 Manuel Brenner, Leonard Bereska, Jonas Magdy Mikhaeil, Florian Hess, Zahra Monfared, Po-Chen Kuo, Daniel Durstewitz

In many scientific disciplines, we are interested in inferring the nonlinear dynamical system underlying a set of observed time series, a challenging task in the face of chaotic behavior and noise.

Time Series Time Series Analysis +1

Cannot find the paper you are looking for? You can Submit a new open access paper.