karan
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README.md
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# SynPAT: Synthetic Physical Theories with Data
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This dataset contains systems of dimensionally consistent equations generated across various configurations of:
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- Number of variables: 6 to 9
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- Number of derivatives: 2 to 4
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- Number of equations: 4 to 6
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Each configuration includes three generated systems with:
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- Symbolic equations (`system.txt`)
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- Numerical data (`system.dat`)
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- Replacements (`replacement_*.txt`)
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- Consequences (`consequence.txt`, `consequence.dat`)
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- Noisy variants for each noise level (`*_0.001.dat`, ..., `*_0.1.dat`)
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## Purpose
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Designed to benchmark symbolic regression models on machine-assisted physical discovery tasks.
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## File structure
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The dataset is packaged as a single `dataset.zip` archive. Inside are directories for each configuration (`vars_X_derivs_Y_eqns_Z/`) containing 3 systems each.
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## Citation
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> Srivastava et al., **SynPAT: A System for Generating Synthetic Physical Theories with Data**, NeurIPS 2025 (submitted)
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## License
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[CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)
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## Related resources
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- 📘 [Project GitHub](https://github.com/jlenchner/theorizer)
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- 📄 [Croissant metadata](https://w3id.org/croissant)
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