N-GINNs learn thermodynamically consistent GENERIC dynamics with non-quadratic dissipation potentials from data.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
physics.comp-ph 1years
2026 1verdicts
UNVERDICTED 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Nonlinear GENERIC Informed Neural Networks (N-GINNs): learning GENERIC dynamics with non-quadratic dissipation potentials
N-GINNs learn thermodynamically consistent GENERIC dynamics with non-quadratic dissipation potentials from data.