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Stephan Wäldchen
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Unmasking Clever Hans predictors and assessing what machines really learn
S Lapuschkin, S Wäldchen, A Binder, G Montavon, W Samek, KR Müller
Nature communications 10 (1), 1096, 2019
10962019
The computational complexity of understanding binary classifier decisions
S Wäldchen, J Macdonald, S Hauch, G Kutyniok
Journal of Artificial Intelligence Research 70, 351–387-351–387, 2021
612021
A rate-distortion framework for explaining neural network decisions
J Macdonald, S Wäldchen, S Hauch, G Kutyniok
arXiv preprint arXiv:1905.11092, 2019
392019
Time-resolved response of cerebral stiffness to hypercapnia in humans
B Kreft, H Tzschätzsch, F Schrank, J Bergs, KJ Streitberger, S Wäldchen, ...
Ultrasound in medicine & biology 46 (4), 936-943, 2020
202020
Renormalizing entanglement distillation
S Waeldchen, J Gertis, ET Campbell, J Eisert
Physical Review Letters 116 (2), 020502, 2016
132016
Training characteristic functions with reinforcement learning: XAI-methods play connect four
S Wäldchen, S Pokutta, F Huber
International Conference on Machine Learning, 22457-22474, 2022
72022
Explaining neural network decisions is hard
J Macdonald, S Wäldchen, S Hauch, G Kutyniok
XXAI Workshop, 37th ICML, 2020
62020
Towards Explainable Artificial Intelligence: Interpreting Neural Network Classifiers with Probabilistic Prime Implicants
S Wäldchen
PQDT-Global, 2022
52022
Formal interpretability with Merlin-Arthur classifiers
S Wäldchen, K Sharma, M Zimmer, B Turan, S Pokutta
arXiv preprint arXiv:2206.00759, 2022
22022
A Complete Characterisation of ReLU-Invariant Distributions
SW Jan Macdonald
Proceedings of The 25th International Conference on Artificial Intelligence …, 2022
22022
Merlin-arthur classifiers: Formal interpretability with interactive black boxes
S Wäldchen, K Sharma, M Zimmer, S Pokutta
arXiv preprint arXiv:2206.00759, 2022
12022
Merlin-Arthur classifiers
S Wäldchen, K Sharma, M Zimmer, B Turan, S Pokutta
Proceedings of International Conference on Artificial Intelligence and …, 2024
2024
Hardness of Deceptive Certificate Selection
S Wäldchen
World Conference on Explainable Artificial Intelligence, 415-427, 2023
2023
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