A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks.
Khemraj ShuklaJuan Diego ToscanoZhicheng WangZongren ZouGeorge Em KarniadakisPublished in: CoRR (2024)
Keyphrases
- differential equations
- dynamical systems
- numerical solution
- ordinary differential equations
- neural network
- multilayer perceptron
- nonlinear differential equations
- feed forward artificial neural networks
- partial differential equations
- brownian motion
- numerical methods
- social networks
- high order
- multi layer perceptron