2 papers
nlin.AO2026
Impact of Channel Dynamics on Higher-order Interactions of Oscillators
Gabriel Marghoti, Isabela A. Martins, Giovana S. Spezzatto +3
Modeling higher-order interactions (HOIs) in nonlinear networks with static topologies is often physically restrictive. We demonstrate that standard 3-body Kuramoto couplings are m…
nlin.CD2025
Classifying Complex Dynamical and Stochastic Systems via Physics-Based Recurrence Features
J. V. M. Silveira, H. C. Costa, G. S. Spezzatto +2
In this study, we employ the recently developed recurrence microstate probabilities as features to improve accuracy of several well-established machine learning (ML) algorithms. Th…