Stephan Wäldchen

Orcid: 0000-0001-7629-7021

According to our database1, Stephan Wäldchen authored at least 10 papers between 2019 and 2024.

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Bibliography

2024
Interpretability Guarantees with Merlin-Arthur Classifiers.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023
Hardness of Deceptive Certificate Selection.
Proceedings of the Explainable Artificial Intelligence, 2023

2022
Towards explainable artificial intelligence: interpreting neural network classifiers with probabilistic prime implicants.
PhD thesis, 2022

Merlin-Arthur Classifiers: Formal Interpretability with Interactive Black Boxes.
CoRR, 2022

Training Characteristic Functions with Reinforcement Learning: XAI-methods play Connect Four.
Proceedings of the International Conference on Machine Learning, 2022

A Complete Characterisation of ReLU-Invariant Distributions.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021
The Computational Complexity of Understanding Binary Classifier Decisions.
J. Artif. Intell. Res., 2021

2019
A Rate-Distortion Framework for Explaining Neural Network Decisions.
CoRR, 2019

The Computational Complexity of Understanding Network Decisions.
CoRR, 2019

Unmasking Clever Hans Predictors and Assessing What Machines Really Learn.
CoRR, 2019


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