29 citations
2 papers
cs.LG2026
Neural non-canonical Hamiltonian dynamics for long-time simulations
Clémentine Courtès, Emmanuel Franck, Michael Kraus +2
This work focuses on learning non-canonical Hamiltonian dynamics from data, where long-term predictions require the preservation of structure both in the learned model and in numer…
cond-mat.stat-mech2026★ 29 cited
Linear stability analysis for large dynamical systems on directed random graphs
Izaak Neri, Fernando Lucas Metz
We present a linear stability analysis of stationary states (or fixed points) in large dynamical systems defined on random directed graphs with a prescribed distribution of indegre…