Neural Stochastic PDEs: resolution-invariant modelling of continuous spatiotemporal dynamics
☆57Nov 27, 2022Updated 3 years ago
Alternatives and similar repositories for torchspde
Users that are interested in torchspde are comparing it to the libraries listed below
Sorting:
- Repo to the paper "Message Passing Neural PDE Solvers"☆145Sep 11, 2024Updated last year
- ☆11Apr 14, 2022Updated 3 years ago
- Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations wi…☆69May 22, 2024Updated last year
- ☆13Nov 20, 2019Updated 6 years ago
- Solving Inverse Physics Problems with Score Matching☆34Dec 4, 2023Updated 2 years ago
- This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495☆38Jun 21, 2023Updated 2 years ago
- PyTorch implementation of the NCDSSM models presented in the ICML '23 paper "Neural Continuous-Discrete State Space Models for Irregularl…☆25Jul 9, 2023Updated 2 years ago
- Code for reproducing the experiments in the paper "On Conditional Diffusion Models for PDE Simulations".☆26Nov 6, 2024Updated last year
- Code for Mesh Transformer describes in the EAGLE dataset☆42Feb 21, 2025Updated last year
- ☆11Jan 7, 2025Updated last year
- An extensible benchmark suite to evaluate data-driven physical simulation☆32Dec 8, 2021Updated 4 years ago
- Package to parse and analyze trademark data from the United States Patent and Trademark Office☆14Apr 5, 2017Updated 8 years ago
- Repository for score-based transport modeling.☆11Jul 22, 2023Updated 2 years ago
- Differentiable Spline Approximations☆14Sep 3, 2023Updated 2 years ago
- [NeurIPS2024] DiffPhyCon uses generative models to control complex physical systems☆47Nov 4, 2025Updated 4 months ago
- ☆512Apr 1, 2025Updated 11 months ago
- Accompanying code for "Weak form generalized Hamiltonian learning"☆10Feb 13, 2021Updated 5 years ago
- ☆13Dec 19, 2023Updated 2 years ago
- ☆11May 31, 2023Updated 2 years ago
- ☆24Mar 3, 2023Updated 3 years ago
- Official implementation of Scalable Transformer for PDE surrogate modelling☆54Mar 23, 2024Updated last year
- About Code Release for "Solving High-Dimensional PDEs with Latent Spectral Models" (ICML 2023), https://arxiv.org/abs/2301.12664☆79Apr 10, 2025Updated 10 months ago
- Code of ICML paper arxiv.org/abs/2302.08105☆14May 4, 2023Updated 2 years ago
- Collecting news articles for all the companies in the R1000, for a pre-defined set of news outlets, using Diffbot's Knowledge Graph☆13Jan 26, 2023Updated 3 years ago
- Methods and experiments for assumed density SDE approximations☆12Jan 26, 2022Updated 4 years ago
- ☆13Mar 11, 2025Updated 11 months ago
- Perceiver (transformer variant) implemented in JAX and Flax☆13Mar 29, 2021Updated 4 years ago
- Differentiable computations for the signature-PDE-kernel on CPU and GPU.☆60Nov 4, 2025Updated 4 months ago
- Code for: "Neural Rough Differential Equations for Long Time Series", (ICML 2021)☆122May 11, 2021Updated 4 years ago
- Repo to the paper "Lie Point Symmetry Data Augmentation for Neural PDE Solvers"☆57May 23, 2023Updated 2 years ago
- About code release of "Transolver: A Fast Transformer Solver for PDEs on General Geometries", ICML 2024 Spotlight. https://arxiv.org/abs/…☆280Feb 26, 2026Updated last week
- ☆293Sep 14, 2024Updated last year
- Data Point Selection for Line Chart Visualization: analysis notebooks and implementation details☆17Apr 9, 2024Updated last year
- GINOT is a deep learning model that combines transformers with neural operators for accurate forward predictions on arbitrary 2D and 3D g…☆28Jan 20, 2026Updated last month
- [AAAI24] LE-PDE-UQ endows deep learning-based surrogate models with robust and efficient uncertainty quantification capabilities for both…☆16Feb 26, 2024Updated 2 years ago
- ☆13Oct 24, 2021Updated 4 years ago
- ☆13Aug 22, 2024Updated last year
- code for "Neural Conservation Laws A Divergence-Free Perspective".☆42Dec 11, 2022Updated 3 years ago
- [NeurIPS 2021] Galerkin Transformer: Neural Operator built on Attention for PDEs☆257Jun 14, 2024Updated last year