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@@ -135,11 +135,12 @@ Users should:
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  **BibTeX:**
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  ```bibtex
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- @dataset{ezemba2025sfem,
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- title={SFEM Dataset - Neural Network Surrogate Modeling for Stochastic FEM using 3D Graph Representations},
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- author={Ezemba, Jessica},
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- year={2025},
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- publisher={Journal of Mechanical Design},
 
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  }
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  ```
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  **BibTeX:**
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  ```bibtex
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+ @article{ezemba2025neural,
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+ title={Neural Network Surrogate Modeling for Stochastic FEM using 3D Graph Representations: A Comparative Study},
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+ author={Ezemba, Jessica and McComb, Christopher and Tucker, Conrad},
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+ journal={Journal of Mechanical Design},
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+ pages={1--15},
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+ year={2025}
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  }
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  ```
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