{"year":"2026","_id":"6958","language":[{"iso":"eng"}],"doi":"10.48550/arXiv.2604.05635 ","publisher":"Arxiv","date_updated":"2026-06-02T13:32:55Z","citation":{"bibtex":"@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} }","apa":"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>","alphadin":"<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)","ieee":"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.","ama":"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>","mla":"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>.","short":"M. Kumar, A.F. Thielmann, C. Weisser, B. Säfken, Preprint (2026).","chicago":"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>."},"author":[{"first_name":"Manish","full_name":"Kumar, Manish","last_name":"Kumar"},{"first_name":"Anton Frederik","full_name":"Thielmann, Anton Frederik","last_name":"Thielmann"},{"orcid":"0000-0003-0616-1027","full_name":"Weisser, Christoph","last_name":"Weisser","first_name":"Christoph","id":"264138","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-0616-1027/work/216498143"},{"full_name":"Säfken, Benjamin","last_name":"Säfken","first_name":"Benjamin"}],"status":"public","publication":"Preprint","publication_status":"published","type":"journal_article","user_id":"220548","title":"From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning","date_created":"2026-06-01T14:03:54Z"}