Publications

2022

1. 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)},
   }

2. 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},
   }

3. 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

1. 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

1. 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},
   }

2. 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

1. 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},
   }

2. 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

1. 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},
   }