Ordinal Neural Network Transformation Models: Deep and interpretable regression models for ordinal outcomes. - Lucas Kook; Lisa Herzog; Torsten Hothorn; Oliver Dürr; Beate Sick (CoRR, 2020)

Regularized Transformation Models: The tramnet Package. - Lucas Kook; Torsten Hothorn (R J., 2021)

Deep interpretable ensembles. - Lucas Kook; Andrea Götschi; Philipp F. M. Baumann; Torsten Hothorn; Beate Sick (CoRR, 2022)

Deep conditional transformation models for survival analysis. - Gabriele Campanella; Lucas Kook; Ida Häggström; Torsten Hothorn; Thomas J. Fuchs (CoRR, 2022)

Deep and interpretable regression models for ordinal outcomes. - Lucas Kook; Lisa Herzog; Torsten Hothorn; Oliver Dürr; Beate Sick (Pattern Recognit., 2022)

Distributional anchor regression. - Lucas Kook; Beate Sick; Peter Bühlmann (Stat. Comput., 2022)

deepregression: A Flexible Neural Network Framework for Semi-Structured Deep Distributional Regression. - David Rügamer; Chris Kolb; Cornelius Fritz; Florian Pfisterer; Philipp Kopper; Bernd Bischl; Ruolin Shen; Christina Bukas; Lisa Barros de Andrade e Sousa; Dominik Thalmeier; Philipp F. M. Baumann; Lucas Kook; et al. (J. Stat. Softw., 2023)

Distributional regression modeling via generalized additive models for location, scale, and shape: An overview through a data set from learning analytics. - Fernando Marmolejo-Ramos; Mauricio Tejo; Marek Brabec; Jakub Kuzilek; Srecko Joksimovic; Vitomir Kovanovic; Jorge González; Thomas Kneib; Peter Bühlmann; Lucas Kook; Guillermo Briseño-Sánchez; Raydonal Ospina (WIREs Data Mining Knowl. Discov., 2023)

Generalizing Orthogonalization for Models with Non-Linearities. - David Rügamer; Chris Kolb; Tobias Weber; Lucas Kook; Thomas Nagler (ICML, 2024)

How Inverse Conditional Flows Can Serve as a Substitute for Distributional Regression. - Lucas Kook; Chris Kolb; Philipp Schiele; Daniel Dold; Marcel Arpogaus; Cornelius Fritz; Philipp F. M. Baumann; Philipp Kopper; Tobias Pielok; Emilio Dorigatti; David Rügamer (UAI, 2024)

Algorithm-agnostic significance testing in supervised learning with multimodal data. - Lucas Kook; Anton Rask Lundborg (Briefings Bioinform., 2024)

Estimating Conditional Distributions with Neural Networks Using R Package deeptrafo. - Lucas Kook; Philipp F. M. Baumann; Oliver Dürr; Beate Sick; David Rügamer (J. Stat. Softw., 2024)