This repo lets you train GNN (MeshGraphNet, transformers, etc) to simulate physics on unstructured grids like meshes.
☆50Aug 5, 2026Updated last month
Alternatives and similar repositories for graph-physics
Users that are interested in graph-physics are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Graph Network Simulator☆238Mar 27, 2026Updated 5 months ago
- Compute gradients on mesh and unstructured data objects.☆15Jan 30, 2021Updated 5 years ago
- Mesh-independent treatment for straightforward modelling of (non-linear) fracture mechanical processes using a mixed mode cohesive zone m…☆15Aug 10, 2021Updated 5 years ago
- A novel graph U-net architecture☆25Apr 12, 2024Updated 2 years ago
- Uncertainty Quantification for Materials Property Prediction: a Benchmark Study☆17Aug 19, 2024Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- ☆27Mar 16, 2024Updated 2 years ago
- Official code for "Learning 3D Garment Animation from Trajectories of A Piece of Cloth"☆25Feb 23, 2025Updated last year
- StructGNN: An Efficient Graph Neural Network Framework for Static Structural Analysis☆44Apr 16, 2024Updated 2 years ago
- A physics-informed deep learning (DL)-based constitutive model for investigating epoxy based composites under different ambient condition…☆33Jun 11, 2026Updated 3 months ago
- [TMLR 2025] Mesh-Informed Neural Operator : A Transformer Generative Approach☆19Jun 1, 2026Updated 3 months ago
- Generative turbulence model TurbDiff as proposed in "From Zero to Turbulence: Generative Modeling for 3D Flow Simulation", ICLR 2024☆34Aug 14, 2026Updated last month
- Pyvisco is a Python library that supports the identification of Prony series parameters for Generalized Maxwell models describing linear …☆21Jun 29, 2026Updated 2 months ago
- ☆15Mar 12, 2024Updated 2 years ago
- This repository presents a series of analysis on the performance of Physics-Informed Neural Networks in vibrational systems. The limitati…☆14Apr 15, 2023Updated 3 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Constitutive modeling · Deep learning · History-dependent materials · Recurrent neural networks · Viscoelasticity☆21Mar 20, 2025Updated last year
- ☆19Feb 28, 2026Updated 6 months ago
- A novel DeepONet architecture that is specifically designed for generating predictions on different 3D geometries discretized by differen…☆31Jul 25, 2024Updated 2 years ago
- This code implements a Radial Basis Function (RBF) based Kolmogorov-Arnold Network (KAN) for function approximation.☆29Mar 31, 2026Updated 5 months ago
- ONNX SEA-RAFT, optical flow☆14Jan 5, 2026Updated 8 months ago
- Data Driven Modelling of Composites☆11Sep 6, 2017Updated 9 years ago
- [ICLR 2022] "Bayesian Modeling and Uncertainty Quantification for Learning to Optimize: What, Why, and How" by Yuning You, Yue Cao, Tianl…☆14Aug 19, 2022Updated 4 years ago
- Codes and presentations for Data Driven Modeling course at ETH Zurich, chair for Computer Aided Architectural Design (CAAD) 2018☆37May 29, 2018Updated 8 years ago
- • Image inpainting is the process of seamlessly filling in holes of arbitrary topology in an image to preserve its overall continuity. It…☆11Feb 5, 2022Updated 4 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- PHYS 449 course project. In this repository, we attempt replication of results of the Learning Mesh Based Simulations with Graph Networks…☆11Feb 18, 2022Updated 4 years ago
- [NeurIPS 2025] Geometry Aware Operator Transformer As An Efficient And Accurate Neural Surrogate For PDEs On Arbitrary Domains☆104Oct 23, 2025Updated 11 months ago
- virtual element method for space-time dynamic analysis☆15Mar 18, 2025Updated last year
- About code release of "Transolver: A Fast Transformer Solver for PDEs on General Geometries", ICML 2024 Spotlight. https://arxiv.org/abs/…☆414Feb 26, 2026Updated 6 months ago
- ☆13May 30, 2024Updated 2 years ago
- ☆17Jul 11, 2025Updated last year
- PyTorch implementations of Learning Mesh-based Simulation With Graph Networks☆272Dec 19, 2025Updated 9 months ago
- Repo for hands-on held on 19/04/28.☆10May 1, 2019Updated 7 years ago
- Open-source code for phase field modelling of Composite Materials☆38Jul 21, 2023Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Prediction and control of fracture paths in disordered architected materials using graph neural networks☆12Apr 21, 2023Updated 3 years ago
- Graph Neural Network (GNN) emulation of the left-ventricle (LV) in diastole☆14Sep 28, 2022Updated 3 years ago
- Estimates fatigue loads in wind turbines from SCADA data based on supervised learning.☆10Sep 11, 2018Updated 8 years ago
- [ICLR'25 Spotlight] Revisiting Random Walks for Learning on Graphs (RWNN), in PyTorch☆17Mar 4, 2025Updated last year
- ☆25May 3, 2024Updated 2 years ago
- MARIO: Multiscale Aerodynamic Resolution Invariant Operator. 3rd Place at the ML4CFD Challenge at Neurips 2024.☆22Oct 8, 2025Updated 11 months ago
- Codebase for "HyPINO: Multi-Physics Neural Operators via HyperPINNs and the Method of Manufactured Solutions"☆21Oct 19, 2025Updated 11 months ago