This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495
☆39Jun 21, 2023Updated 3 years ago
Alternatives and similar repositories for magnet
Users that are interested in magnet are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [NeurIPS 23] Official Code for "Learning Efficient Surrogate Dynamic Models with Graph Spline Networks"☆16Jul 19, 2024Updated 2 years ago
- ☆13May 30, 2024Updated 2 years ago
- ☆17May 21, 2020Updated 6 years ago
- Code for Mesh Transformer describes in the EAGLE dataset☆43Feb 21, 2025Updated last year
- Repo to the paper "Message Passing Neural PDE Solvers"☆150Sep 11, 2024Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- ☆11Jun 20, 2021Updated 5 years ago
- Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations wi…☆68May 22, 2024Updated 2 years ago
- Official code for "DMIS: Dynamic Mesh-based Importance Sampling for Training Physics-Informed Neural Networks" (AAAI 2023)☆18Jan 17, 2024Updated 2 years ago
- ☆14Aug 22, 2024Updated 2 years ago
- Official implementation of Scalable Transformer for PDE surrogate modelling☆57Mar 23, 2024Updated 2 years ago
- ☆29Jun 12, 2025Updated last year
- Official Implement for Paper "Neural Krylov Iteration for Accelerating Linear System Solving"☆17May 6, 2025Updated last year
- Generalizing to New Physical Systems via Context-Informed Dynamics Model☆28May 6, 2024Updated 2 years ago
- Enhancing the convergence speed by 2x and improving the training success of Physics-Informed Neural Networks (PINNs).☆13Oct 14, 2024Updated last year
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Code for "Machine-Learning Non-Conservative Dynamics for New-Physics Detection" (arXiv: 2106.00026)☆14Aug 1, 2021Updated 5 years ago
- [ICML 2023] Official code for "DevFormer: A Symmetric Transformer for Context-Aware Device Placement"☆23Dec 7, 2024Updated last year
- ☆16Mar 3, 2023Updated 3 years ago
- ☆17May 1, 2022Updated 4 years ago
- Time- and space-continuous neural PDE forecaster based on INRs and ODEs - ICLR 2023☆75Jan 13, 2024Updated 2 years ago
- Codebase for "HyPINO: Multi-Physics Neural Operators via HyperPINNs and the Method of Manufactured Solutions"☆19Oct 19, 2025Updated 10 months ago
- ☆11Apr 14, 2022Updated 4 years ago
- Learning with Higher Expressive Power than Neural Networks (On Learning PDEs)☆16Feb 17, 2021Updated 5 years ago
- ☆26May 21, 2024Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- ☆13Feb 12, 2023Updated 3 years ago
- [ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.☆42Jun 21, 2024Updated 2 years ago
- CTF workshop deep learning tutorial and hackathon☆13Feb 16, 2023Updated 3 years ago
- [ICLR 2025] Neural Operator-Assisted Computational Fluid Dynamics in PyTorch☆84Nov 21, 2025Updated 9 months ago
- PyTorch-FEniCS interface☆110Mar 29, 2021Updated 5 years ago
- Python package GNP (graph neural preconditioners)☆25Feb 4, 2025Updated last year
- ☆133Mar 28, 2023Updated 3 years ago
- Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"☆46Sep 30, 2022Updated 3 years ago
- ☆11Mar 31, 2021Updated 5 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- [ICLR 2023] Factorized Fourier Neural Operators☆196Oct 13, 2023Updated 2 years ago
- Meta-Learning with Self-Improving Momentum Target (NeurIPS 2022)☆23Oct 12, 2022Updated 3 years ago
- Spectral Neural Operator☆83Dec 20, 2023Updated 2 years ago
- PENN code for NeurIPS 2022☆42Jan 11, 2023Updated 3 years ago
- ☆311Sep 14, 2024Updated last year
- Collection of resources about partial differential equations, graph neural networks, deep learning and dynamical system simulation☆96Jul 25, 2022Updated 4 years ago
- This repository contains code for a project that trains a neural network to solve solid mechanics problems faster than the traditional fi…☆12Sep 28, 2023Updated 2 years ago