Working Papers

2025

• Stochastic weather generation for scenario-neutral impact assessments using simulation-based inference pdf

  B. R. Groenke, J. Wessel, P. Miersch, N. Klein, J. Zscheischler
  Working paper, 2025

• 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

• 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

2024

• 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

2023

• 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

2022

2021

• Bayesian effect selection for additive quantile regression with an analysis to air pollution thresholds pdf

  N. Klein and J. Mateu
  arXiv:2105.10890, 2021