2022 TUB Towards Explainable Artificial Intelligence: Interpreting Neural Network Classifiers with Probabilistic Prime Implicants Stephan Wäldchen 2022 Bib HTML @book{waldchen2022towards, title = {Towards Explainable Artificial Intelligence: Interpreting Neural Network Classifiers with Probabilistic Prime Implicants}, author = {W{\"a}ldchen, Stephan}, year = {2022}, publisher = {Technische Universitaet Berlin (Germany)}, } AISTATS A Complete Characterisation of ReLU-Invariant Distributions Jan Macdonald, and Stephan Wäldchen In International Conference on Artificial Intelligence and Statistics, 2022 Bib HTML @inproceedings{macdonald2022complete, title = {A Complete Characterisation of ReLU-Invariant Distributions}, author = {Macdonald, Jan and W{\"a}ldchen, Stephan}, booktitle = {International Conference on Artificial Intelligence and Statistics}, pages = {1457--1484}, year = {2022}, organization = {PMLR}, } ICML Training characteristic functions with reinforcement learning: Xai-methods play connect four Stephan Wäldchen, Sebastian Pokutta, and Felix Huber In International Conference on Machine Learning, 2022 Bib HTML @inproceedings{waldchen2022training, title = {Training characteristic functions with reinforcement learning: Xai-methods play connect four}, author = {W{\"a}ldchen, Stephan and Pokutta, Sebastian and Huber, Felix}, booktitle = {International Conference on Machine Learning}, pages = {22457--22474}, year = {2022}, organization = {PMLR}, } 2021 JAIR The computational complexity of understanding binary classifier decisions Stephan Wäldchen, Jan Macdonald, Sascha Hauch, and 1 more author Journal of Artificial Intelligence Research, 2021 Bib HTML @article{waldchen2021computational, title = {The computational complexity of understanding binary classifier decisions}, author = {W{\"a}ldchen, Stephan and Macdonald, Jan and Hauch, Sascha and Kutyniok, Gitta}, journal = {Journal of Artificial Intelligence Research}, volume = {70}, pages = {351--387}, year = {2021}, } 2020 UMBJ Time-resolved response of cerebral stiffness to hypercapnia in humans Bernhard Kreft, Heiko Tzschätzsch, Felix Schrank, and 6 more authors Ultrasound in Medicine & Biology, 2020 Bib HTML @article{kreft2020time, title = {Time-resolved response of cerebral stiffness to hypercapnia in humans}, author = {Kreft, Bernhard and Tzsch{\"a}tzsch, Heiko and Schrank, Felix and Bergs, Judith and Streitberger, Kaspar-Josche and W{\"a}ldchen, Stephan and Hetzer, Stefan and Braun, J{\"u}rgen and Sack, Ingolf}, journal = {Ultrasound in Medicine \& Biology}, volume = {46}, number = {4}, pages = {936--943}, year = {2020}, publisher = {Elsevier}, } ICML Explaining neural network decisions is hard Jan Macdonald, Stephan Wäldchen, Sascha Hauch, and 1 more author In XXAI Workshop, 37th ICML, 2020 Bib HTML @inproceedings{macdonald2020explaining, title = {Explaining neural network decisions is hard}, author = {Macdonald, Jan and W{\"a}ldchen, Stephan and Hauch, Sascha and Kutyniok, Gitta}, booktitle = {XXAI Workshop, 37th ICML}, year = {2020}, } 2019 Nature Com. Unmasking Clever Hans predictors and assessing what machines really learn Sebastian Lapuschkin, Stephan Wäldchen, Alexander Binder, and 3 more authors Nature communications, 2019 Bib HTML @article{lapuschkin2019unmasking, title = {Unmasking Clever Hans predictors and assessing what machines really learn}, author = {Lapuschkin, Sebastian and W{\"a}ldchen, Stephan and Binder, Alexander and Montavon, Gr{\'e}goire and Samek, Wojciech and M{\"u}ller, Klaus-Robert}, journal = {Nature communications}, volume = {10}, number = {1}, pages = {1096}, year = {2019}, publisher = {Nature Publishing Group UK London}, } arxiv A rate-distortion framework for explaining neural network decisions Jan MacDonald, Stephan Wäldchen, Sascha Hauch, and 1 more author arXiv preprint arXiv:1905.11092, 2019 Bib HTML @article{macdonald2019rate, title = {A rate-distortion framework for explaining neural network decisions}, author = {MacDonald, Jan and W{\"a}ldchen, Stephan and Hauch, Sascha and Kutyniok, Gitta}, journal = {arXiv preprint arXiv:1905.11092}, year = {2019}, } 2016 PRL Renormalizing entanglement distillation Stephan Waeldchen, Janina Gertis, Earl T Campbell, and 1 more author Physical Review Letters, 2016 Bib HTML @article{waeldchen2016renormalizing, title = {Renormalizing entanglement distillation}, author = {Waeldchen, Stephan and Gertis, Janina and Campbell, Earl T and Eisert, Jens}, journal = {Physical Review Letters}, volume = {116}, number = {2}, pages = {020502}, year = {2016}, publisher = {APS}, }