crispitagorico / torchspdeLinks
Neural Stochastic PDEs: resolution-invariant modelling of continuous spatiotemporal dynamics
☆53Updated 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 "Lie Point Symmetry Data Augmentation for Neural PDE Solvers"☆55Updated 2 years ago
- ICON for in-context operator learning☆59Updated 9 months ago
- Code for Characterizing Scaling and Transfer Learning Behavior of FNO in SciML☆49Updated 2 years ago
- code for "Neural Conservation Laws A Divergence-Free Perspective".☆41Updated 2 years ago
- Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations wi…☆69Updated last year
- Repo to the paper "Message Passing Neural PDE Solvers"☆140Updated last year
- Solving Inverse Physics Problems with Score Matching☆31Updated 2 years ago
- AL4PDE: A Benchmark for Active Learning for Neural PDE Solvers☆29Updated 6 months ago
- ☆54Updated 3 years ago
- Multiwavelets-based operator model☆68Updated 3 years ago
- ☆39Updated 3 months ago
- [ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.☆35Updated last year
- Spectral Neural Operator☆78Updated last year
- Generalizing to New Physical Systems via Context-Informed Dynamics Model☆25Updated last year
- Official PyTorch implementation of the Vectorized Conditional Neural Field.☆16Updated last year
- A tool for generating PDEs ground truth datasets from ARCSim, FEniCS and SU2☆37Updated 4 years ago
- This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495☆38Updated 2 years ago
- PROSE: Predicting Multiple Operators and Symbolic Expressions☆31Updated 3 weeks ago
- ☆35Updated 2 years ago
- An unofficial implementation of the Fourier Neural Operator in Flax☆18Updated last year
- Time- and space-continuous neural PDE forecaster based on INRs and ODEs - ICLR 2023☆75Updated last year
- Code for the paper "Poseidon: Efficient Foundation Models for PDEs"☆160Updated 7 months ago
- Augmenting Physical Models with Deep Networks for Complex Dynamics Forecasting☆48Updated 2 years ago
- Model hub for all your DiffeqML needs. Pretrained weights, modules, and basic inference infrastructure☆28Updated 2 years ago
- [NeurIPS 2025 Spotlight] "Stochastic Process Learning via Operator Flow Matching"☆14Updated last month
- Code for "DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training"☆54Updated last year
- Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.☆81Updated 7 months ago
- Learning Dynamical Systems that Generalize Across Environments☆20Updated 3 years ago
- ☆24Updated 5 months ago
- [NeurIPS 23] Official Code for "Learning Efficient Surrogate Dynamic Models with Graph Spline Networks"☆16Updated last year