This repo lets you train GNN (MeshGraphNet, transformers, etc) to simulate physics on unstructured grids like meshes.
☆53Aug 5, 2026Updated 3 months ago
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:
- Paper repository: "Beacon, a lightweight deep reinforcement learning benchmark library for flow control "☆14Sep 25, 2026Updated last month
- Compute gradients on mesh and unstructured data objects.☆15Jan 30, 2021Updated 5 years ago
- Face Interaction Graph Networks: A GNN-based rigid body physics simulator☆24Mar 23, 2026Updated 7 months ago
- A novel graph U-net architecture☆27Apr 12, 2024Updated 2 years ago
- Repository from the paper https://arxiv.org/abs/1908.04127, to train Deep Reinforcement Learning in Fluid Mechanics Setup.☆72Mar 7, 2021Updated 5 years ago
- 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.
- 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
- ☆98Sep 2, 2024Updated 2 years ago
- Multi-fidelity probability machine learning☆22Apr 25, 2026Updated 6 months ago
- ☆14Nov 28, 2025Updated 11 months ago
- [ICML 2024] Multi Fidelity Residual Neural Process☆12Mar 18, 2026Updated 7 months ago
- StructGNN: An Efficient Graph Neural Network Framework for Static Structural Analysis☆43Apr 16, 2024Updated 2 years ago
- Official code for "Learning 3D Garment Animation from Trajectories of A Piece of Cloth"☆25Feb 23, 2025Updated last year
- A physics-informed deep learning (DL)-based constitutive model for investigating epoxy based composites under different ambient condition…☆35Jun 11, 2026Updated 4 months ago
- Generative turbulence model TurbDiff as proposed in "From Zero to Turbulence: Generative Modeling for 3D Flow Simulation", ICLR 2024☆34Aug 14, 2026Updated 2 months 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.
- ☆25May 3, 2024Updated 2 years ago
- GNN-Surrogate: A Hierarchical and Adaptive Graph Neural Network for Parameter Space Exploration of Unstructured-Mesh Ocean Simulations - …☆27Jun 4, 2024Updated 2 years ago
- A data-driven framework was developed to predict and optimize the pressure-surface film cooling effectiveness of the GE-EEE first-stage t…☆12Apr 15, 2024Updated 2 years ago
- A Flow Field Prediction Program & Multiple Spatio_temporal Attention (MSTA) Network & Multiple Fusion Attention (MFA) & Spatial Transform…☆19Mar 12, 2026Updated 7 months ago
- [TMLR 2025] Mesh-Informed Neural Operator : A Transformer Generative Approach☆19Jun 1, 2026Updated 5 months ago
- Multi-fidelity regression with neural networks☆18Oct 29, 2025Updated last year
- ☆11Updated this week
- Overlapping finite element meshes in AMORE☆11Nov 15, 2024Updated last year
- ☆15Mar 12, 2024Updated 2 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Pyvisco is a Python library that supports the identification of Prony series parameters for Generalized Maxwell models describing linear …☆21Jun 29, 2026Updated 4 months ago
- Optimizing the Optimizer for Physics-Informed Neural Networks and Kolmogorov-Arnold Networks☆16May 29, 2026Updated 5 months ago
- DL-Polycube: A Deep Learning Integrated Polycube Method for Hexahedral Mesh Generation and Volumetric Spline Construction☆12Oct 25, 2024Updated 2 years ago
- Code for Mesh Transformer describes in the EAGLE dataset☆43Feb 21, 2025Updated last year
- Advanced modeling of turbulence in CFD via the integration of Deep Learning technologies (PINNs and SINDy) trained on DNS data allowing a…☆13Sep 10, 2024Updated 2 years ago
- About code release of "Transolver: A Fast Transformer Solver for PDEs on General Geometries", ICML 2024 Spotlight. https://arxiv.org/abs/…☆431Feb 26, 2026Updated 8 months ago
- fluent udf☆18Oct 9, 2022Updated 4 years ago
- ☆71Aug 16, 2024Updated 2 years ago
- Data Driven Modelling of Composites☆11Sep 6, 2017Updated 9 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.
- ☆90May 27, 2026Updated 5 months ago
- PyTorch implementations of Learning Mesh-based Simulation With Graph Networks☆275Dec 19, 2025Updated 10 months ago
- Rewrite deepmind/meshgraphnets into pytorch☆106Feb 19, 2022Updated 4 years ago
- ☆32Oct 28, 2024Updated 2 years ago
- ☆12Aug 14, 2024Updated 2 years ago
- ☆19Feb 28, 2026Updated 8 months ago
- This code implements a Radial Basis Function (RBF) based Kolmogorov-Arnold Network (KAN) for function approximation.☆29Mar 31, 2026Updated 7 months ago