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, Transactions on Machine Learning Research (2026).
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Artikel
| Englisch
Autor*in
Kumar, Manish;
Thielmann, Anton Frederik;
Weisser, Christoph
;
Säfken, Benjamin
;
Säfken, BenjaminErscheinungsjahr
Zeitschriftentitel
Transactions on Machine Learning Research
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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: Transactions on Machine Learning Research, 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. Transactions on Machine Learning Research. 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. Transactions on Machine Learning Research. 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={Transactions on Machine Learning Research}, 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.” Transactions on Machine Learning Research, 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,” Transactions on Machine Learning Research, 2026.
Kumar, Manish, et al. “From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning.” Transactions on Machine Learning Research, arxiv, 2026, doi:10.48550/arXiv.2604.05635.
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