---
dataset_name: PDE Datasets used in FLARE paper
tags:
  - physics
  - additive-manufacturing
  - pbdf
  - mesh
  - simulation
  - 3d-field-prediction
license: mit
language: []
paper: https://arxiv.org/abs/2508.12594
---

These are the datasets used in our paper **[FLARE: Fast Low-Rank Attention Routing Engine](https://huggingface.co/papers/2508.12594)** ([arXiv:2508.12594](https://arxiv.org/abs/2508.12594)), we release a new **3D field prediction benchmark** derived from numerical simulations of the **Laser Powder Bed Fusion (LPBF)** additive manufacturing process.

## Citation

If you use this dataset in your work, please cite:

```
@misc{puri2025flare,
      title={{FLARE}: {F}ast {L}ow-rank {A}ttention {R}outing {E}ngine}, 
      author={Vedant Puri and Aditya Joglekar and Kevin Ferguson and Yu-hsuan Chen and Yongjie Jessica Zhang and Levent Burak Kara},
      year={2025},
      eprint={2508.12594},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2508.12594}, 
}
```

---

## License

MIT License

---

## Contact

For questions about the dataset or related research, feel free to reach out via email or the GitHub repository linked in the paper: `https://github.com/vpuri3/FLARE.py`.