tum-pbs/apebench

[Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled Training; Rollout Metrics)

35
/ 100
Emerging
No Package No Dependents
Maintenance 6 / 25
Adoption 9 / 25
Maturity 16 / 25
Community 4 / 25

How are scores calculated?

Stars

99

Forks

2

Language

Python

License

MIT

Category

cfd-ml-integration

Last pushed

Nov 11, 2025

Commits (30d)

0

GitHub
CFD ML Integration · 66 frameworks

Get this data via API

curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/tum-pbs/apebench"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

Higher-rated alternatives

tum-pbs/PhiFlow

A differentiable PDE solving framework for machine learning

76

pdebench/PDEBench

PDEBench: An Extensive Benchmark for Scientific Machine Learning

70

peterdsharpe/NeuralFoil

NeuralFoil is a practical airfoil aerodynamics analysis tool using physics-informed machine...

69

ArnauMiro/pyLowOrder

High performance parallel reduced order Modelling library

60

lettucecfd/lettuce

Computational Fluid Dynamics based on PyTorch and the Lattice Boltzmann Method

60

Explore ML Frameworks

All categories Trending ML Framework directory Insights