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2020

Parbhoo, Sonali and Wieser, Mario and Wieczorek, Aleksander and Roth, Volker. (2020) Information Bottleneck for Estimating Treatment Effects with Systematically Missing Covariates. Entropy, 22 (4). p. 389.

Wieczorek, Aleksander and Roth, Volker. (2020) On the Difference between the Information Bottleneck and the Deep Information Bottleneck. Entropy, 22 (2). p. 131.

2019

Kortylewski, Adam and Wieczorek, Aleksander and Wieser, Mario and Blumer, Clemens and Parbhoo, Sonali and Morel-Forster, Andreas and Roth, Volker and Vetter, Thomas. (2019) Greedy Structure Learning of Hierarchical Compositional Models. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR). pp. 11612-11621.

Wieczorek, Aleksander and Roth, Volker. (2019) Information Theoretic Causal Effect Quantification. Entropy, 21 (10). p. 975.

2018

Kortylewski, Adam and Wieser, Mario and Morel-Forster, Andreas and Wieczorek, Aleksander and Parbhoo, Sonali and Roth, Volker and Vetter, Thomas. (2018) Informed MCMC with Bayesian Neural Networks for Facial Image Analysis. In: NeurIPS 2018, Bayesian Deep Learning Workshop. pp. 1-4.

Wieser, Mario and Wieczorek, Aleksander and Murezzan, Damian and Roth, Volker. (2018) Learning Sparse Latent Representations with the Deep Copula Information Bottleneck. In: International Conference on Learning Representations.

2016

Kaufmann, Dinu and Parbhoo, Sonali and Wieczorek, Aleksander and Keller, Sebastian and Adametz, David and Roth, Volker . (2016) Bayesian Markov Blanket Estimation. In: Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, AISTATS 2016, Cadiz, Spain, May 9-11, 2016, 51. pp. 333-341.