[{"_id":"7112","publisher":"arxiv","title":"From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning","year":"2026","language":[{"iso":"eng"}],"status":"public","author":[{"last_name":"Kumar","full_name":"Kumar, Manish","first_name":"Manish"},{"full_name":"Thielmann, Anton Frederik","last_name":"Thielmann","first_name":"Anton Frederik"},{"id":"264138","first_name":"Christoph","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-0616-1027/work/224483678","last_name":"Weisser","full_name":"Weisser, Christoph","orcid":"0000-0003-0616-1027"},{"full_name":"Säfken, Benjamin","last_name":"Säfken","first_name":"Benjamin"}],"date_updated":"2026-08-21T12:28:04Z","quality_controlled":"1","publication":"Transactions on Machine Learning Research","date_created":"2026-08-20T17:25:46Z","user_id":"220548","type":"journal_article","doi":"10.48550/arXiv.2604.05635","citation":{"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>Transactions on Machine Learning Research</i>, arxiv (2026)","short":"M. Kumar, A.F. Thielmann, C. Weisser, B. Säfken, Transactions on Machine Learning Research (2026).","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={Transactions on Machine Learning Research}, publisher={arxiv}, author={Kumar, Manish and Thielmann, Anton Frederik and Weisser, Christoph and Säfken, Benjamin}, year={2026} }","mla":"Kumar, Manish, et al. “From Uniform to Learned Knots: A Study of Spline-Based Numerical Encodings for Tabular Deep Learning.” <i>Transactions on Machine Learning Research</i>, arxiv, 2026, doi:<a href=\"https://doi.org/10.48550/arXiv.2604.05635\">10.48550/arXiv.2604.05635</a>.","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>Transactions on Machine Learning Research</i>, 2026. <a href=\"https://doi.org/10.48550/arXiv.2604.05635\">https://doi.org/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>Transactions on Machine Learning Research</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>Transactions on Machine Learning Research</i>, 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>Transactions on Machine Learning Research</i>. <a href=\"https://doi.org/10.48550/arXiv.2604.05635\">https://doi.org/10.48550/arXiv.2604.05635</a>"},"related_material":{"link":[{"relation":"earlier_version","url":"https://www.hsbi.de/publikationsserver/record/6958"}]}}]