Datasets:

StructBench
/

notch-beam-2d-impact

@@ -136,6 +136,7 @@ structbench-train --mode train --config configs/notch_beam_2d_impact/cgn.toml \
 - **CGN** — Li, Q., Wang, Z., Li, L., Hao, H., Chen, W., & Shao, Y. (2023). Machine learning prediction of structural dynamic responses using graph neural networks. *Computers & Structures*, 289, 107188. https://doi.org/10.1016/j.compstruc.2023.107188
 - **Transolver** — Wu, H., Luo, H., Wang, H., Wang, J., & Long, M. (2024). Transolver: A Fast Transformer Solver for PDEs on General Geometries. *ICML*. https://arxiv.org/abs/2402.02366
 - **Transolver++** — Luo, H., Wu, H., Zhou, H., Wang, J., & Long, M. (2025). Transolver++: An Accurate Neural Solver for PDEs on Million-Scale Geometries. https://arxiv.org/abs/2502.02414. Adapted per ADR-0057 (thuml reference implementation github.com/thuml/Transolver_plus).
 ## Citation

 - **CGN** — Li, Q., Wang, Z., Li, L., Hao, H., Chen, W., & Shao, Y. (2023). Machine learning prediction of structural dynamic responses using graph neural networks. *Computers & Structures*, 289, 107188. https://doi.org/10.1016/j.compstruc.2023.107188
 - **Transolver** — Wu, H., Luo, H., Wang, H., Wang, J., & Long, M. (2024). Transolver: A Fast Transformer Solver for PDEs on General Geometries. *ICML*. https://arxiv.org/abs/2402.02366
 - **Transolver++** — Luo, H., Wu, H., Zhou, H., Wang, J., & Long, M. (2025). Transolver++: An Accurate Neural Solver for PDEs on Million-Scale Geometries. https://arxiv.org/abs/2502.02414. Adapted per ADR-0057 (thuml reference implementation github.com/thuml/Transolver_plus).
+- **GeoFLARE** — Adams, R., et al. (NVIDIA). GeoTransolver. arXiv:2512.20399; with Puri, R., et al. FLARE: Fast Low-rank Attention Routing Engine. arXiv:2508.12594. GeoFLARE is GeoTransolver with the FLARE attention backend (attention_type GALE_FA; ADR-0045).
 ## Citation