Physics Informed Kolmogorov-Arnold Neural Networks for Dynamical Analysis via Efficent-KAN and WAV-KAN

25 July 2024

Papers citing "Physics Informed Kolmogorov-Arnold Neural Networks for Dynamical Analysis via Efficent-KAN and WAV-KAN"

9 / 9 papers shown

Title
Perception-Informed Neural Networks: Beyond Physics-Informed Neural Networks Mehran Mazandarani Marzieh Najariyan PINN AI4CE 21 0 0 02 May 2025
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning Amirhossein Mollaali Christian Moya Amanda A. Howard Alexander Heinlein P. Stinis Guang Lin 18 0 0 21 Apr 2025
ChemKANs for Combustion Chemistry Modeling and Acceleration Benjamin C. Koenig Suyong Kim Sili Deng AI4CE 30 1 0 17 Apr 2025
Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometries Ali Kashefi T. Mukerji 3DPC PINN 47 0 0 08 Apr 2025
LeanKAN: A Parameter-Lean Kolmogorov-Arnold Network Layer with Improved Memory Efficiency and Convergence Behavior Benjamin C. Koenig Suyong Kim Sili Deng KELM 58 2 0 25 Feb 2025
SPIKANs: Separable Physics-Informed Kolmogorov-Arnold Networks Bruno Jacob Amanda A. Howard P. Stinis 24 6 0 09 Nov 2024
Deep Learning Alternatives of the Kolmogorov Superposition Theorem Leonardo Ferreira Guilhoto P. Perdikaris 38 7 0 02 Oct 2024
Uncertainty Quantification with Bayesian Higher Order ReLU KANs J. Giroux Cristiano Fanelli UQCV 22 1 0 02 Oct 2024
KAN-ODEs: Kolmogorov-Arnold Network Ordinary Differential Equations for Learning Dynamical Systems and Hidden Physics Benjamin C. Koenig Suyong Kim Sili Deng 24 44 0 05 Jul 2024