113 citations · 339 across the 5 of their papers we have counts for
3 papers
Kolmogorov-Arnold Reservoir Computing
Juntian Huang, Jürgen Kurths, Ying Tang
Reservoir computing offers a lightweight framework for forecasting dynamical systems but may struggle to capture long-range dependencies due to limited representational capacity. C…
Synchronization of topological signals in higher-order adaptive multilayer network
Palash Kumar Pal, Dibakar Ghosh, Jurgen Kurths
The study of synchronization in complex systems has recently been revolutionized by incorporating higher-order interactions through simplicial complexes. Building in particular upo…
Geometric detection of coupling directions by means of inter-system recurrence networks
Jan H. Feldhoff, Reik V. Donner, Jonathan F. Donges +2
We introduce a geometric method for identifying the coupling direction between two dynamical systems based on a bivariate extension of recurrence network analysis. Global character…