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@@ -23,6 +23,8 @@ https://github.com/scaling-group/icm-hyperelastic
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  It contains compressed dataset archives used for training and evaluating models for hyperelastic material problems.
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  ## Dataset Splits
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  The archive names indicate the split and the mechanical setting:
@@ -58,11 +60,13 @@ In the file names:
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  If you use this dataset, please cite the associated paper:
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  ```bibtex
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- @article{icm_hyperelastic_2026,
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- title = {ICM Hyperelastic Dataset},
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- author = {Please refer to the associated paper},
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- journal = {arXiv preprint arXiv:2604.23098},
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  year = {2026},
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- url = {https://arxiv.org/abs/2604.23098}
 
 
 
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  }
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  ```
 
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  It contains compressed dataset archives used for training and evaluating models for hyperelastic material problems.
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+ Because the data are provided as compressed `.tar.zst` archives, the Hugging Face Dataset Viewer is not available for this dataset.
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+
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  ## Dataset Splits
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  The archive names indicate the split and the mechanical setting:
 
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  If you use this dataset, please cite the associated paper:
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  ```bibtex
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+ @article{li2026incontext,
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+ title = {In-context modeling as a retrain-free paradigm for foundation models in computational science},
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+ author = {Li, Lingfeng and Li, Zhuoyuan and Li, Shun and Zhan, Kaixin and Gao, Huajian and Chen, Changqing and Yang, Liu},
 
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  year = {2026},
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+ url = {https://arxiv.org/abs/2604.23098},
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+ eprint = {2604.23098},
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+ archivePrefix = {arXiv},
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+ primaryClass = {cs.CE}
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  }
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  ```