| # HIP: Hessian Interatomic Potentials Without Derivatives |
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| - Code: https://github.com/BurgerAndreas/hip |
| - Paper: https://arxiv.org/abs/2509.21624 |
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| ## Available checkpoints |
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| - `hip_v3`: Recommended. Trained end-to-end |
| - `hip_v2`: Used for the paper. Trained end-to-end |
| - `hesspred_v1`: Used for the paper. Finetuned from HORM EquiformerV2 to predict Hessians |
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| ## Use our model |
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| Please have a look at https://github.com/BurgerAndreas/hip |
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| ## Citation |
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| ```bibtex |
| @misc{burger2025hiphessian, |
| title={Shoot from the HIP: Hessian Interatomic Potentials without derivatives}, |
| author={Andreas Burger and Luca Thiede and Nikolaj Rønne and Varinia Bernales and Nandita Vijaykumar and Tejs Vegge and Arghya Bhowmik and Alan Aspuru-Guzik}, |
| year={2025}, |
| eprint={2509.21624}, |
| archivePrefix={arXiv}, |
| primaryClass={cs.LG}, |
| url={https://arxiv.org/abs/2509.21624}, |
| } |
| ``` |
