How Cognitive Biases Affect XAI-assisted Decision-making

Author:

Bertrand Astrid1,Belloum Rafik1,Eagan James R.1,Maxwell Winston1

Affiliation:

1. Télécom Paris, Institut Polytechnique de Paris, Palaiseau, France

Funder

Agence Nationale de la Recherche

Publisher

ACM

Reference83 articles.

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2. M. T. Ribeiro , S. Singh , and C. Guestrin , "" Why Should I Trust You?': Explaining the Predictions of Any Classifier," in Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY , USA , Aug. 2016 , pp. 1135 -- 1144 . M. T. Ribeiro, S. Singh, and C. Guestrin, ""Why Should I Trust You?': Explaining the Predictions of Any Classifier," in Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA, Aug. 2016, pp. 1135--1144.

3. A. Ghandeharioun , B. Kim , C.-L. Li , B. Jou , B. Eoff , and R. W. Picard , " DISSECT: Disentangled Simultaneous Explanations via Concept Traversals," ArXiv210515164 Cs , Feb. 2022 . A. Ghandeharioun, B. Kim, C.-L. Li, B. Jou, B. Eoff, and R. W. Picard, "DISSECT: Disentangled Simultaneous Explanations via Concept Traversals," ArXiv210515164 Cs, Feb. 2022.

4. B. Kim , C. Rudin , and J. Shah , " The Bayesian Case Model: A Generative Approach for Case-Based Reasoning and Prototype Classification ," p. 9 , 2015 . B. Kim, C. Rudin, and J. Shah, "The Bayesian Case Model: A Generative Approach for Case-Based Reasoning and Prototype Classification," p. 9, 2015.

5. H. Lakkaraju , E. Kamar , R. Caruana , and J. Leskovec , " Interpretable & Explorable Approximations of Black Box Models," ArXiv170701154 Cs , Jul. 2017 . H. Lakkaraju, E. Kamar, R. Caruana, and J. Leskovec, "Interpretable & Explorable Approximations of Black Box Models," ArXiv170701154 Cs, Jul. 2017.

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