2 papers
cs.LG2026
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…
nlin.CD2026
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…