Aug 2026
Physics-informed graph Laplacian-augmented Kolmogorov–Arnold networks
Results demonstrate that graph connectivity, neural coefficient parameterization, and Galerkin residual evaluation can be integrated within a common mixed finite-element representation for physics-informed approximation on geometrically irregular domains.
Hyo Seung Lee, S. J. Lee
· The Physics of Fluids · 0 citations