Entropy-Based Experimental Design for Optimal Model Discrimination in the Geosciences. - Wolfgang Nowak; Anneli Guthke (Entropy, 2016)

A Maximum-Entropy Method to Estimate Discrete Distributions from Samples Ensuring Nonzero Probabilities. - Paul Darscheid; Anneli Guthke; Uwe Ehret (Entropy, 2018)

Bayesian Surrogate Training on Multiple Data Sources: A Hybrid Modeling Strategy. - Philipp Reiser; Paul-Christian Bürkner; Anneli Guthke (CoRR, 2024)

On the Accurate Estimation of Information-Theoretic Quantities from Multi-Dimensional Sample Data. - Manuel Álvarez Chaves; Hoshin V. Gupta; Uwe Ehret; Anneli Guthke (Entropy, 2024)

Uncertainty-Aware Surrogate-based Amortized Bayesian Inference for Computationally Expensive Models. - Stefania Scheurer; Philipp Reiser; Tim Brünnette; Wolfgang Nowak; Anneli Guthke; Paul-Christian Bürkner (CoRR, 2025)

Uncertainty quantification and propagation in surrogate-based Bayesian inference. - Philipp Reiser; Javier Enrique Aguilar; Anneli Guthke; Paul-Christian Bürkner (Stat. Comput., 2025)