Post-Hoc Explanations Fail to Achieve their Purpose in Adversarial Contexts

Author:

Bordt Sebastian1,Finck Michèle2,Raidl Eric3,von Luxburg Ulrike1

Affiliation:

1. Department of Computer Science, University of Tübingen, Germany

2. Law Faculty, University of Tübingen, Germany

3. Ethics and Philosophy Lab, University of Tübingen, Germany

Publisher

ACM

Reference64 articles.

1. P. Achinstein . 1983. The Nature of Explanation . Oxford University Press , New York . P. Achinstein. 1983. The Nature of Explanation. Oxford University Press, New York.

2. Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI)

3. J. Adebayo J. Gilmer M. Muelly I. Goodfellow M. Hardt and B. Kim. 2018. Sanity checks for saliency maps. In Neural Information Processing Systems (NeurIPS). J. Adebayo J. Gilmer M. Muelly I. Goodfellow M. Hardt and B. Kim. 2018. Sanity checks for saliency maps. In Neural Information Processing Systems (NeurIPS).

4. A.Karimi G. Barthe B. Schölkopf and I. Valera. 2021. A survey of algorithmic recourse: definitions formulations solutions and prospects. arxiv:2010.04050 A.Karimi G. Barthe B. Schölkopf and I. Valera. 2021. A survey of algorithmic recourse: definitions formulations solutions and prospects. arxiv:2010.04050

5. C. Anders , P. Pasliev , A.  K. Dombrowski , K.  R. Müller , and P. Kessel . 2020. Fairwashing explanations with off-manifold detergent . In International Conference on Machine Learning (ICML). C. Anders, P. Pasliev, A. K. Dombrowski, K. R. Müller, and P. Kessel. 2020. Fairwashing explanations with off-manifold detergent. In International Conference on Machine Learning (ICML).

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