article published Manish Kumar author Anton Frederik Thielmann author Christoph Weisser author 2641380000-0003-0616-1027 Benjamin Säfken author Arxiv2026 eng 10.48550/arXiv.2604.05635 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.” <i>Preprint</i>, 2026. <a href="https://doi.org/10.48550/arXiv.2604.05635 ">https://doi.org/10.48550/arXiv.2604.05635 </a>. M. Kumar, A.F. Thielmann, C. Weisser, B. Säfken, Preprint (2026). Kumar, Manish, et al. “From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning.” <i>Preprint</i>, Arxiv, 2026, doi:<a href="https://doi.org/10.48550/arXiv.2604.05635 ">10.48550/arXiv.2604.05635 </a>. Kumar M, Thielmann AF, Weisser C, Säfken B. From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning. <i>Preprint</i>. 2026. doi:<a href="https://doi.org/10.48550/arXiv.2604.05635 ">10.48550/arXiv.2604.05635 </a> 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,” <i>Preprint</i>, 2026. <span style="font-variant:small-caps;">Kumar, Manish</span> ; <span style="font-variant:small-caps;">Thielmann, Anton Frederik</span> ; <span style="font-variant:small-caps;">Weisser, Christoph</span> ; <span style="font-variant:small-caps;">Säfken, Benjamin</span>: From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning. In: <i>Preprint</i>, Arxiv (2026) @article{Kumar_Thielmann_Weisser_Säfken_2026, title={From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning}, DOI={<a href="https://doi.org/10.48550/arXiv.2604.05635 ">10.48550/arXiv.2604.05635 </a>}, journal={Preprint}, publisher={Arxiv}, author={Kumar, Manish and Thielmann, Anton Frederik and Weisser, Christoph and Säfken, Benjamin}, year={2026} } Kumar, M., Thielmann, A. F., Weisser, C., &#38; Säfken, B. (2026). From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning. <i>Preprint</i>. <a href="https://doi.org/10.48550/arXiv.2604.05635 ">https://doi.org/10.48550/arXiv.2604.05635 </a> 69582026-06-01T14:03:54Z2026-06-02T13:32:55Z