A Dual-Dimer Method for Training Physics-Constrained Neural Networks with Minimax Architecture

1 May 2020

Papers citing "A Dual-Dimer Method for Training Physics-Constrained Neural Networks with Minimax Architecture"

5 / 5 papers shown

Title
The Finite Element Neural Network Method: One Dimensional Study Mohammed Abda Elsa Piollet Christopher Blake Frédérick P. Gosselin 56 0 0 21 Jan 2025
Fourier PINNs: From Strong Boundary Conditions to Adaptive Fourier Bases Madison Cooley Varun Shankar Robert M. Kirby Shandian Zhe 22 2 0 04 Oct 2024
Residual-based attention and connection to information bottleneck theory in PINNs Sokratis J. Anagnostopoulos Juan Diego Toscano Nikos Stergiopulos George Karniadakis 17 20 0 01 Jul 2023
Improved Training of Physics-Informed Neural Networks with Model Ensembles Katsiaryna Haitsiukevich Alexander Ilin PINN 20 23 0 11 Apr 2022
Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism L. McClenny U. Braga-Neto PINN 13 440 0 07 Sep 2020