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