Noether Recipe Zoo

All recipe source code lives under the recipes/ directory.

AB-UPT Showcase on DrivAerML

Featured

AB-UPT on the DrivAerML automotive aerodynamics benchmark with a preset-based CLI for training, evaluation, and VTK export.

• Documentation

• Source code

External Aerodynamics

Multi-dataset aero CFD (ShapeNet-Car, AhmedML, DrivAerML, DrivAerNet++, Emmi-Wing) across AB-UPT, UPT, Transformer, and Transolver architectures.

• Full walkthrough

• Python scripts reference

• Source code

Fluid Heat Transfer

Neural surrogates for heat transfer on the SIMSHIFT Heatsink benchmark – predicts 3D velocity, temperature, and pressure fields from heatsink geometry.

• Documentation

• Source code

Uncertainty Quantification

Aleatoric uncertainty estimates for AB-UPT on DrivAerML.

• Documentation

• Source code

Diffusion UQ on DrivAerML

Generative uncertainty quantification on top of AB-UPT via data-space flow matching. Ensemble draws yield per-point std calibrated to the absolute error, plus Cd / Cl coverage metrics.

• Documentation

• Source code