[NeurIPS 2024] Codebase for PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs.
☆409Feb 11, 2026Updated last month
Alternatives and similar repositories for PINNacle
Users that are interested in PINNacle are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆1,080Updated this week
- Must-read Papers on Physics-Informed Neural Networks.☆1,455Dec 8, 2023Updated 2 years ago
- A large-scale benchmark for machine learning methods in fluid dynamics☆264Oct 25, 2025Updated 4 months ago
- ☆411Nov 14, 2025Updated 4 months ago
- ☆200Oct 20, 2024Updated last year
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆68Jun 10, 2024Updated last year
- ☆208Feb 16, 2024Updated 2 years ago
- PDEBench: An Extensive Benchmark for Scientific Machine Learning☆1,087Feb 24, 2026Updated last month
- A library for scientific machine learning and physics-informed learning☆3,984Mar 1, 2026Updated 3 weeks ago
- PyTorch Implementation of Physics-informed Neural Networks☆707May 20, 2024Updated last year
- ☆293Sep 14, 2024Updated last year
- Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems☆109Apr 15, 2022Updated 3 years ago
- Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations☆5,697Feb 11, 2026Updated last month
- A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks☆102Oct 24, 2022Updated 3 years ago
- A kind of loss function based on Least Squares Weighted Residual method for computational solid mechanics☆59May 30, 2024Updated last year
- A place to share problems solved with SciANN☆308Nov 6, 2023Updated 2 years ago
- PINN (Physics-Informed Neural Networks) on Navier-Stokes Equations☆135Oct 24, 2025Updated 4 months ago
- Extended Physics-Informed Neural Networks (XPINNs): A Generalized Space-Time Domain Decomposition Based Deep Learning Framework for Nonli…☆251Feb 1, 2023Updated 3 years ago
- ☆247Oct 14, 2021Updated 4 years ago
- About Code Release for "Solving High-Dimensional PDEs with Latent Spectral Models" (ICML 2023), https://arxiv.org/abs/2301.12664☆81Apr 10, 2025Updated 11 months ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆193Apr 7, 2024Updated last year
- PINNs-Torch, Physics-informed Neural Networks (PINNs) implemented in PyTorch.☆840Feb 8, 2026Updated last month
- Code accompanying the manuscript "Augmented Physics-Informed Neural Networks (APINNs): A gating network-based soft domain decomposition m…☆16Sep 18, 2023Updated 2 years ago
- Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs…☆531Nov 27, 2025Updated 3 months ago
- Original implementation of fast PINN optimization with RBA weights☆71Sep 11, 2025Updated 6 months ago
- Learning in infinite dimension with neural operators.☆3,486Feb 24, 2026Updated 3 weeks ago
- ☆519Apr 1, 2025Updated 11 months ago
- Encoding physics to learn reaction-diffusion processes☆111Aug 28, 2023Updated 2 years ago
- Applications of PINOs☆146Oct 10, 2022Updated 3 years ago
- ☆111Oct 16, 2021Updated 4 years ago
- This is the code of my master thesis.☆192Feb 7, 2026Updated last month
- [NeurIPS 2023 Spotlight] Separable Physics-Informed Neural Networks☆89Oct 25, 2023Updated 2 years ago
- Physics Informed Machine Learning Tutorials (Pytorch and Jax)☆650Mar 10, 2026Updated 2 weeks ago
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆99Nov 11, 2025Updated 4 months ago
- SeismicNet: Physics-informed neural networks for seismic wave modeling in semi-infinite domain☆19May 5, 2024Updated last year
- ☆91Sep 2, 2024Updated last year
- This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs☆210Nov 24, 2025Updated 3 months ago
- PINN program for computational mechanics☆133Apr 1, 2024Updated last year
- Time- and space-continuous neural PDE forecaster based on INRs and ODEs - ICLR 2023☆74Jan 13, 2024Updated 2 years ago