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From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning

M. Kumar, A.F. Thielmann, C. Weisser, B. Säfken, Preprint (2026).

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Artikel | Veröffentlicht | Englisch
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Kumar, Manish; Thielmann, Anton Frederik; Weisser, ChristophFH Bielefeld ; Säfken, Benjamin
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Preprint
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Kumar, Manish ; Thielmann, Anton Frederik ; Weisser, Christoph ; Säfken, Benjamin: From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning. In: Preprint, Arxiv (2026)
Kumar M, Thielmann AF, Weisser C, Säfken B. From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning. Preprint. 2026. doi:10.48550/arXiv.2604.05635
Kumar, M., Thielmann, A. F., Weisser, C., & Säfken, B. (2026). From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning. Preprint. https://doi.org/10.48550/arXiv.2604.05635
@article{Kumar_Thielmann_Weisser_Säfken_2026, title={From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning}, DOI={10.48550/arXiv.2604.05635 }, journal={Preprint}, publisher={Arxiv}, author={Kumar, Manish and Thielmann, Anton Frederik and Weisser, Christoph and Säfken, Benjamin}, year={2026} }
Kumar, Manish, Anton Frederik Thielmann, Christoph Weisser, and Benjamin Säfken. “From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning.” Preprint, 2026. https://doi.org/10.48550/arXiv.2604.05635 .
M. Kumar, A. F. Thielmann, C. Weisser, and B. Säfken, “From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning,” Preprint, 2026.
Kumar, Manish, et al. “From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning.” Preprint, Arxiv, 2026, doi:10.48550/arXiv.2604.05635 .

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