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Working Papers

Generative AI for autonomous driving: A review pdf
K. Winter, A. Vivekanandan, R. Polley, Y. Shen, C. Schlauch, M.-K. Bouzidi, B. Derajic, N. Grabowsky, A. Mariani, D. Rochau, G. Lucente, H. Yadav, F. Mualla, A. Molin, S. Bernhard, C.Wirth, Ö. Şahin Taş, N. Klein, F. B. Flohr and H. Gottschalk
arXiv:2505.15863, 2025

Closing the Loop: Motion Prediction Models beyond Open-Loop Benchmarks pdf
D. Mohamed-Khalil Bouzidi, C. Schlauch, N. Scheuerer, Y. Yao, N. Klein, D. Göhring, J. Reichardt
arXiv:2505.05638, 2025

Beware of "Explanations" of AI pdf
D. Martens, G. Shmueli, T. Evgeniou, K. Bauer, C. Janiesch, S. Feuerriegel, S. Gabel, S. Goethals, T. Greene, N. Klein, M. Kraus, N. Kühl, C. Perlich, W. Verbeke, A. Zharova, P. Zschech and F. Provost
arXiv:2504.06791, 2025

Calibrated Multivariate Regression with Localized PIT Mappings pdf
L. Kock, G. S. Rodrigues, S. A. Sisson, N. Klein and D. Nott
arXiv:2409.10855, 2024
Bayesian effect selection in additive models with an application to time-to-event data pdf
P. Bach and N. Klein
arXiv:2401.00840, 2024
Overcoming common challenges in active learning pipelines for object detection through similarity
M. K. Sbeytil, N. Klein, M. Karg, C. Wirth and S. Albayrak
Submitted, 2024
Modelling dependent censoring in time-to-event data by boosting copula regression
A. Strömer, N. Klein, I. van Keilegom and A. Mayr
2024
Boosting distributional copula regression for bivariate right-censored time-to-event data pdf
G. Briseño Sanchez, N. Klein, A. Groll and A. Mayr
arXiv:2412.15041, 2024

Heat increases experienced racial segregation in the United States pdf
T. Baldenius, N. Koch, H. Klauber and N. Klein
arXiv:2306.13772, 2023
Actor heterogeneity and explained variance in network models—a scalable approach through variational approximations. pdf
N. Klein and G. Kauermann
arXiv:2204.14214, 2023
Scalable Estimation for Structured Additive Distributional Regression Through Variational Inference pdf
J. Kleinemeier and N. Klein
arXiv:2311.07371, 2023
Deep mixture of linear mixed models for complex longitudinal data pdf
L. Kock, N. Klein and D. J. Nott
arXiv:2311.07156, 2023

MultiFlags: Multi-class size recommendations for fashion E-commerce
H. Boeddeker, N. Klein, L. Lefakis, A. Weffer, L. Karessli and M. Shirvany
Available on request, 2022
Intergenerational social mobility in the United States: A multivariate analysis using Bayesian distributional regression
A. März, N. Klein, T. Kneib and O. Mußhof
Available on request, 2022
A multidimensional approach is needed to better quantify land-use intensity in biodiversity models
S. Roilo, A. Paulus, V. Alarcón Segura, L. Kock, M. Beckmann, N. Klein and A. Cord
2022
Distributional adaptive soft regression trees pdf
N. Umlauf and N. Klein
arXiv:2210.10389, 2022

Bayesian effect selection for additive quantile regression with an analysis to air pollution thresholds pdf
N. Klein and J. Mateu
arXiv:2105.10890, 2021