Source code for paper "Learning the Solution Operator of Boundary Value Problems using Graph Neural Networks"
☆20Jul 25, 2024Updated last year
Alternatives and similar repositories for gnn-bvp-solver
Users that are interested in gnn-bvp-solver are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICML 2024] Official PyTorch implementation of the Vectorized Conditional Neural Field.☆18Aug 1, 2024Updated last year
- Learning Dynamical Systems that Generalize Across Environments☆20Feb 10, 2022Updated 4 years ago
- ☆90Jul 18, 2023Updated 2 years ago
- ☆29Jul 8, 2024Updated last year
- Official implementation of Scalable Transformer for PDE surrogate modelling☆57Mar 23, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- ☆71Aug 16, 2024Updated last year
- Code for "Discovering plasticity models without stress data" (npj Computational Materials, 2022) and "Automated discovery of generalized …☆24Sep 25, 2024Updated last year
- ☆181Jan 25, 2024Updated 2 years ago
- Code for Mesh Transformer describes in the EAGLE dataset☆42Feb 21, 2025Updated last year
- ☆14Feb 18, 2024Updated 2 years ago
- [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled T…☆101Jun 1, 2026Updated 2 weeks ago
- Tensor Approximation Package: a Python package for the approximation of functions and tensors.☆22Nov 14, 2025Updated 7 months ago
- Official implementation of *A Unified Hard-Constraint Framework for Solving Geometrically Complex PDEs*☆19Mar 4, 2023Updated 3 years ago
- The DynaGen model allows the prediction of dynamical field data based on microstructure input. The model is exemplified to dynamic fractu…☆12Mar 17, 2023Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Allen-Cahn Equation☆16Feb 20, 2023Updated 3 years ago
- A basic pure pytorch implementation of flash attention☆16Oct 28, 2024Updated last year
- Open-source pipeline to create augmented reality (AR) models from scientific data☆25Aug 7, 2023Updated 2 years ago
- Example of an Abaqus UMAT Subroutine written in C++☆29Jan 20, 2021Updated 5 years ago
- Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs☆96May 11, 2022Updated 4 years ago
- [NeurIPS 2025] Geometry Aware Operator Transformer As An Efficient And Accurate Neural Surrogate For PDEs On Arbitrary Domains☆95Oct 23, 2025Updated 7 months ago
- This repository is the official project page of the course AI in the Sciences and Engineering, ETH Zurich.☆378May 12, 2025Updated last year
- ☆34Mar 6, 2026Updated 3 months ago
- When using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.o…☆68Jun 5, 2026Updated last week
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Multiwavelets-based operator model☆70Feb 16, 2022Updated 4 years ago
- [ICLR24] A boundary-embedded neural operator that incorporates complex boundary shape and inhomogeneous boundary values☆32Dec 5, 2024Updated last year
- ODE system solver using dG(q), time-discontinuous Galerkin with Lobatto basis. Py3.11-3.14.☆18Jun 11, 2026Updated last week
- Build a Recurrent Neural Network solving Optimization Problems☆10Nov 17, 2021Updated 4 years ago
- This package aims to calculate the phase velocity and azimuth anisotropy of surface waves using the wave field spatial gradient (du/dx,du…☆14Dec 13, 2024Updated last year
- This repository contains code, which was used to generate large-scale results in the HINTS paper.☆39Oct 17, 2024Updated last year
- Fine-Tuning Code Language Models for Text-Driven Sequential CAD Design☆32Apr 6, 2026Updated 2 months ago
- This repository gives the codes for numerical solver independent seismic wave simulation using Task-decomposed Physics-informed Neural Ne…☆29Sep 22, 2023Updated 2 years ago
- Fourier neural operator for real-time simulation of 3D dynamic urban microclimate☆23Dec 4, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- SeismicNet: Physics-informed neural networks for seismic wave modeling in semi-infinite domain☆22May 5, 2024Updated 2 years ago
- Benchmark problems in 2D and 3D for the elastic wave equation.☆18Jun 20, 2017Updated 8 years ago
- ☆17May 1, 2022Updated 4 years ago
- A library for dimensionality reduction on spatial-temporal PDE☆74Dec 28, 2025Updated 5 months ago
- PLLay: Efficient Topological Layer based on Persistence Landscapes☆23Dec 10, 2020Updated 5 years ago
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆56Jun 10, 2024Updated 2 years ago
- Grounding Graph Network Simulators using Physical Sensor Observations☆14Jun 26, 2023Updated 2 years ago