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  • 2020
  • Article
  • Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society

Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods.

By: Dylan Slack, Sophie Hilgard, Emily Jia, Sameer Singh and Himabindu Lakkaraju
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Citation

Slack, Dylan, Sophie Hilgard, Emily Jia, Sameer Singh, and Himabindu Lakkaraju. "Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2020): 180–186.
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About The Author

Himabindu Lakkaraju

Technology and Operations Management
→More Publications

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More from the Authors
  • "How Do I Fool You?": Manipulating User Trust via Misleading Black Box Explanations By: Himabindu Lakkaraju and Osbert Bastani
  • Human Decisions and Machine Predictions By: Jon Kleinberg, Himabindu Lakkaraju, Jure Leskovec, Jens Ludwig and Sendhil Mullainathan
  • The Selective Labels Problem: Evaluating Algorithmic Predictions in the Presence of Unobservables By: Himabindu Lakkaraju, Jon Kleinberg, Jure Leskovec, Jens Ludwig and Sendhil Mullainathan
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