---
license: cc-by-4.0
task_categories:
- time-series-forecasting
tags:
- physics
- computational-fluid-dynamics
- cfd
- navier-stokes
- turbulence
- aerodynamics
- large-eddy-simulation
- partial-differential-equations
- pde
- dynamical-systems
- point-cloud
- surrogate-modeling
- operator-learning
- neural-operators
- scientific-machine-learning
- timeseries
- 3d
pretty_name: TurtLES
size_categories:
- n<1K
configs:
- config_name: catalogue
  default: true
  data_files:
  - split: train
    path: catalogue/train.parquet
  - split: val
    path: catalogue/val.parquet
  - split: test
    path: catalogue/test.parquet
  - split: reference
    path: catalogue/reference.parquet
---

# TurtLES: A Large-Scale Benchmark for Turbulent 3D Neural PDE Surrogates

## Citation

If you find our work useful or use our dataset, please consider citing it:

```bibtex
@inproceedings{platenburg2026turtles,
  title     = {{TurtLES}: A Large-Scale Benchmark for Turbulent {3D} Neural {PDE} Surrogates},
  author    = {Platenburg, Jarno and Kassa{\"\i} Koupa{\"\i}, Armand and Cinnella, Paola and Gallinari, Patrick},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS), Evaluations and Datasets Track},
  year      = {2026},
  url       = {https://openreview.net/forum?id=vX3Xjjnk0q}
}
```