most citedNext-Generation Reservoir Computing for Dynamical Inference

2 citations · 2 across the 5 of their papers we have counts for

collaborators

5 papers

math.DS2026

Lie Meets Network Dynamics: Exact Macroscopic Reductions (Finite Systems)

Erik Andreas Martens, Sanjay Dharmavaram

We establish a unified framework for exact dimensional reductions in network dynamical systems using Lie-Scheffers theory. For network dynamical systems with \emph{mean-field Lie-S…

q-bio.PE2026

Effect of antibiotic spectrum on the abundance of resistant bacteria in multispecies communities

Magnus Aspenberg, Erik Andreas Martens, Kristofer Wollein Waldetoft

Antibiotic resistance is a major threat to global health. It emerges in multispecies microbial communities under antibiotic exposure. This makes antibiotic spectrum --- a drug's di…

q-bio.PE2025

Stable equilibria in the Lotka-Volterra equations

Magnus Aspenberg, Erik Martens, Kristofer Wollein Waldetoft

We consider the Lotka-Volterra system and provide necessary conditions for an equilibrium to be stable. Our results naturally complement earlier fundamental results by N. Adachi, Y…

nlin.AO2025

Exact Dimensional Reduction for Quasi-Linear ODE Ensembles

Felix Augustsson, Erik Andreas Martens, Rok Cestnik

We present an exact dimensional reduction for high-dimensional dynamical systems composed of identical dynamical units governed by quasi-linear ordinary differential equations…

stat.ML2025★ 2 cited

Next-Generation Reservoir Computing for Dynamical Inference

Rok Cestnik, Erik A. Martens

We present a simple and scalable implementation of next-generation reservoir computing (NGRC) for modeling dynamical systems from time-series data. The method uses a pseudorandom n…