Critical Investigation of Failure Modes in Physics-informed Neural
Networks

Critical Investigation of Failure Modes in Physics-informed Neural Networks

20 June 2022

Papers citing "Critical Investigation of Failure Modes in Physics-informed Neural Networks"

13 / 13 papers shown

Title
Unraveling particle dark matter with Physics-Informed Neural Networks M.P. Bento H.B. Câmara J.F. Seabra 90 0 0 24 Feb 2025
Gaussian Variational Schemes on Bounded and Unbounded Domains Jonas A. Actor Anthony Gruber E. Cyr Nathaniel Trask 48 0 0 08 Oct 2024
Beyond Derivative Pathology of PINNs: Variable Splitting Strategy with Convergence Analysis Yesom Park Changhoon Song Myungjoo Kang 33 2 0 30 Sep 2024
Robust Neural IDA-PBC: passivity-based stabilization under approximations Santiago Sanchez-Escalonilla Samuele Zoboli B. Jayawardhana 50 1 0 24 Sep 2024
BiLO: Bilevel Local Operator Learning for PDE inverse problems Ray Zirui Zhang Xiaohui Xie John S. Lowengrub 73 2 0 27 Apr 2024
PARCv2: Physics-aware Recurrent Convolutional Neural Networks for Spatiotemporal Dynamics Modeling Phong C. H. Nguyen Xinlun Cheng Shahab Azarfar P. Seshadri Y. Nguyen Munho Kim Sanghun Choi H. Udaykumar Stephen Seung-Yeob Baek AI4CE PINN 50 1 0 19 Feb 2024
Architectural Strategies for the optimization of Physics-Informed Neural Networks Hemanth Saratchandran Shin-Fang Chng Simon Lucey AI4CE 48 0 0 05 Feb 2024
Approximating Numerical Fluxes Using Fourier Neural Operators for Hyperbolic Conservation Laws Taeyoung Kim Myungjoo Kang AI4CE 30 3 0 03 Jan 2024
An adaptive augmented Lagrangian method for training physics and equality constrained artificial neural networks S. Basir Inanc Senocak PINN 29 5 0 08 Jun 2023
ParticleWNN: a Novel Neural Networks Framework for Solving Partial Differential Equations Yaohua Zang Gang Bao 51 4 0 21 May 2023
Investigating and Mitigating Failure Modes in Physics-informed Neural Networks (PINNs) S. Basir PINN AI4CE 38 22 0 20 Sep 2022
Characterizing and Mitigating the Difficulty in Training Physics-informed Artificial Neural Networks under Pointwise Constraints S. Basir Inanc Senocak AI4CE 47 1 0 19 Jun 2022
Lagrangian PINNs: A causality-conforming solution to failure modes of physics-informed neural networks R. Mojgani Maciej Balajewicz Pedram Hassanzadeh PINN 43 45 0 05 May 2022