tum-pbs / apebenchLinks
[Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled Training; Rollout Metrics)
☆75Updated last month
Alternatives and similar repositories for apebench
Users that are interested in apebench are comparing it to the libraries listed below
Sorting:
- ☆26Updated 11 months ago
- Spectral Neural Operator☆79Updated last year
- [ICLR 2024] Neural Spectral Methods: Self-supervised learning in the spectral domain.☆44Updated last year
- Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation☆86Updated 6 months ago
- Code for the paper "Poseidon: Efficient Foundation Models for PDEs"☆144Updated 2 months ago
- Codomain attention neural operator for single to multi-physics PDE adaptation.☆59Updated 3 weeks ago
- [ICLR 2025] Neural Operator-Assisted Computational Fluid Dynamics in PyTorch☆43Updated last week
- Pseudospectral Kolmogorov Flow Solver☆40Updated last year
- An extension of Fourier Neural Operator to finite-dimensional input and/or output spaces.☆20Updated last year
- LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite☆63Updated 5 months ago
- Efficient Differentiable n-d PDE solvers in JAX.☆40Updated 7 months ago
- This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs☆177Updated last month
- ☆38Updated 3 months ago
- A library for dimensionality reduction on spatial-temporal PDE☆66Updated last year
- Code for Characterizing Scaling and Transfer Learning Behavior of FNO in SciML☆45Updated 2 years ago
- AL4PDE: A Benchmark for Active Learning for Neural PDE Solvers☆25Updated 3 weeks ago
- Practicum on Supervised Learning in Function Spaces☆33Updated 3 years ago
- Code for Mesh Transformer describes in the EAGLE dataset☆41Updated 4 months ago
- Applications of PINOs☆126Updated 2 years ago
- Code for the paper Universal Physics Transformers☆116Updated 4 months ago
- ☆41Updated 2 years ago
- Graph-based operator learning in arbitrary geometries☆24Updated 2 months ago
- Official implementation of the AIAA Journal paper "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusi…☆68Updated 7 months ago
- ☆80Updated 9 months ago
- PROSE: Predicting Multiple Operators and Symbolic Expressions☆26Updated 2 months ago
- JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework☆69Updated 5 months ago
- ☆32Updated 11 months ago
- ☆12Updated last year
- ☆17Updated 6 months ago
- ☆40Updated 4 months ago