The Kuramoto Neural Operator represents PDE solution operators as learned dynamics of spherical oscillators and achieves competitive accuracy together with an internal error-localization signal.
Laplace neural operator for solving differential equations
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CE 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
The Kuramoto Neural Operator: Learning to Solve PDEs via Coupled Oscillator Dynamics
The Kuramoto Neural Operator represents PDE solution operators as learned dynamics of spherical oscillators and achieves competitive accuracy together with an internal error-localization signal.