activity
20222025
most citedBrownian reservoir computing realized using geometrically confined skyrmions

129 citations · 131 across the 5 of their papers we have counts for

collaborators

5 papers

cond-mat.mtrl-sci2025

Multi-value Probabilistic Computing with current-controlled Skyrmion Diffusion

Thomas B. Winkler, Yuean Zhou, Grischa Beneke +6

Magnetic systems are highly promising for implementing probabilistic computing paradigms because of the fitting energy scales and conspicuous non-linearities. While conventional bi…

cond-mat.mes-hall2025★ 1 cited

Correlating on-the-fly Electrical and Optical Skyrmion Readout

Grischa Beneke, Kilian Leutner, Nikhil Vijayan +7

Magnetic skyrmions, topologically stabilized spin textures, are promising candidates for future memory devices and non-conventional computing applications due to their enhanced sta…

cond-mat.mtrl-sci2024★ 1 cited

Gesture recognition with Brownian reservoir computing using geometrically confined skyrmion dynamics

Grischa Beneke, Thomas Brian Winkler, Klaus Raab +6

Physical reservoir computing (RC) is a beyond von-Neumann computing paradigm that harnesses the dynamical properties of a complex physical system (reservoir) to process information…

cond-mat.mtrl-sci2023

Coarse-graining collective skyrmion dynamics in confined geometries

Thomas Brian Winkler, Jan Rothörl, Maarten A. Brems +2

Magnetic skyrmions are magnetic quasi-particles with enhanced stability and different manipulation mechanisms using external fields and currents making them promising candidates fo…

cond-mat.mtrl-sci2022★ 129 cited

Brownian reservoir computing realized using geometrically confined skyrmions

Klaus Raab, Maarten A. Brems, Grischa Beneke +4

Reservoir computing (RC) has been considered as one of the key computational principles beyond von-Neumann computing. Magnetic skyrmions, topological particle-like spin textures in…