Working Papers

2026

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

  N. Klein, A. W. Q. Lee, J. Mateu
  arXiv:2606.12164, 2026

• Point cloud sequence encoding for material-conditioned graph network simulators pdf

  P. Dahlinger, B. Gyenes, N. Freymuth, L. Geminiani, T. Würth, J. Mitsch, N. Klein, L. Kärger, and G. Neumann
  arXiv:2605.20978, 2026

• Bayesian meta-learning for modeling Alzheimer's disease progression pdf

  C. Hoffmann and N. Klein
  arXiv:2606.02228, 2026

• Diffusion-based denoising beats vanilla score matching in parameter estimation: A theoretical explanation pdf

  B. L. Schwienhorst, N. Klein, and J. Lederer
  arXiv:2605.22950, 2026

• QDSB: Quantized Diffusion Schrödinger Bridges pdf

  T. Fuchs, F. Kalinke, and N. Klein
  arXiv:2605.11983, 2026

• From model uncertainty to human attention: Localization-aware visual cues for scalable annotation review pdf

  M. K. Sbeyti, J. Holstein, P. Spitzer, N. Klein, and G. Satzger
  arXiv:2605.12303, 2026

• Probabilistic object detection with conformal prediction pdf

  C. Ries, M. K. Sbeyti, N. Bianco, and N. Klein
  arXiv:2605.07549, 2026

• Semi-structured multi-state delinquency model for mortgage default pdf

  V. Medina-Olivares, W. Xia, S. Lessmann, and N. Klein
  arXiv:2603.26309, 2026

• Scalable and robust spatial prediction via multi-resolution ensembles of predictive processes pdf

  N. Bianco and N. Klein
  arXiv:2603.19977, 2026

• Depth as prior knowledge for object detection pdf

  M. K. Sbeyti and N. Klein
  arXiv:2602.05730, 2026

• Copula-based models for spatially dependent cylindrical data pdf

  F. Labanca, A. Gottard, and N. Klein
  arXiv:2602.05778, 2026

• Bayesian additive regression tree copula processes for scalable distributional prediction pdf

  J. M. Wenkel, M. S. Smith, and N. Klein
  arXiv:2601.04913, 2026

2025

• Streamlining the development of active learning methods in real-world object detection pdf

  M. K. Sbeyti, N. Klein, M. Karg, C. Wirth and S. Albayrak
  arXiv:2508.19906v1, 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

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

• 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

2022

• Distributional adaptive soft regression trees pdf

  N. Umlauf and N. Klein
  arXiv:2210.10389, 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