no code implementations • 6 Feb 2024 • Andrea Bonfanti, Giuseppe Bruno, Cristina Cipriani
The Neural Tangent Kernel (NTK) viewpoint represents a valuable approach to examine the training dynamics of Physics-Informed Neural Networks (PINNs) in the infinite width limit.
no code implementations • 15 Feb 2023 • Andrea Bonfanti, Roberto Santana, Marco Ellero, Babak Gholami
Physics-Informed Neural Networks (PINNs) are Neural Network architectures trained to emulate solutions of differential equations without the necessity of solution data.