Must-read Papers on Physics-Informed Neural Networks.
☆1,426Dec 8, 2023Updated 2 years ago
Alternatives and similar repositories for PINNpapers
Users that are interested in PINNpapers are comparing it to the libraries listed below
Sorting:
- Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations☆5,588Feb 11, 2026Updated 2 weeks ago
- Investigating PINNs☆730Aug 13, 2021Updated 4 years ago
- A library for scientific machine learning and physics-informed learning☆3,907Updated this week
- PyTorch Implementation of Physics-informed Neural Networks☆700May 20, 2024Updated last year
- Physics-informed neural network for solving fluid dynamics problems☆266Jan 28, 2021Updated 5 years ago
- Physics-informed neural networks package☆341Jul 20, 2022Updated 3 years ago
- Simple PyTorch Implementation of Physics Informed Neural Network (PINN)☆367Jul 5, 2024Updated last year
- [NeurIPS 2024] Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.☆397Feb 11, 2026Updated 2 weeks ago
- Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]☆278Oct 12, 2021Updated 4 years ago
- IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.☆243Oct 21, 2024Updated last year
- Physics Informed Machine Learning Tutorials (Pytorch and Jax)☆645Feb 17, 2026Updated 2 weeks ago
- PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.☆825Feb 8, 2026Updated 3 weeks ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆190Apr 7, 2024Updated last year
- Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…☆245Feb 1, 2023Updated 3 years ago
- Physics informed neural network (PINN) for cavity flow governed by Navier-Stokes equation.☆161Jul 16, 2020Updated 5 years ago
- ☆243Oct 14, 2021Updated 4 years ago
- Deep learning for Engineers - Physics Informed Deep Learning☆362Dec 20, 2023Updated 2 years ago
- ☆1,081Jan 29, 2026Updated last month
- Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…☆527Nov 27, 2025Updated 3 months ago
- ☆510Apr 1, 2025Updated 11 months ago
- Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems☆108Apr 15, 2022Updated 3 years ago
- Physics-Informed Neural networks for Advanced modeling☆714Updated this week
- A place to share problems solved with SciANN☆305Nov 6, 2023Updated 2 years ago
- ☆386Dec 3, 2022Updated 3 years ago
- hPINN: Physics-informed neural networks with hard constraints☆153Nov 21, 2021Updated 4 years ago
- PDEBench: An Extensive Benchmark for Scientific Machine Learning☆1,069Feb 24, 2026Updated last week
- TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).☆266Nov 30, 2023Updated 2 years ago
- Characterizing possible failure modes in physics-informed neural networks.☆150Nov 18, 2021Updated 4 years ago
- hp-VPINNs: variational physics-informed neural network with domain decomposition is a general framework to solve differential equations☆88Aug 26, 2025Updated 6 months ago
- A Physics-Informed Neural Network to solve 2D steady-state heat equations.☆172Aug 31, 2025Updated 6 months ago
- We propose a conservative physics-informed neural network (cPINN) on decompose domains for nonlinear conservation laws. The conservation …☆77Feb 1, 2023Updated 3 years ago
- PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations☆131Oct 24, 2025Updated 4 months ago
- Learning nonlinear operators via DeepONet☆760Jun 25, 2022Updated 3 years ago
- physics-informed neural network for elastodynamics problem☆156Jan 20, 2022Updated 4 years ago
- ☆202Feb 16, 2024Updated 2 years ago
- Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated s…☆1,169Feb 19, 2026Updated last week
- ☆404Nov 14, 2025Updated 3 months ago
- Learning in infinite dimension with neural operators.☆3,410Updated this week
- PINN in solving Navier–Stokes equation☆126Jun 7, 2020Updated 5 years ago