Generating Counterfactual and Contrastive Explanations using SHAP

21 June 2019

Papers citing "Generating Counterfactual and Contrastive Explanations using SHAP"

9 / 9 papers shown

Title
Explaining Explanations in AI Brent Mittelstadt Chris Russell Sandra Wachter XAI 96 666 0 04 Nov 2018
Contrastive Explanations for Reinforcement Learning in terms of Expected Consequences J. V. D. Waa J. Diggelen K. Bosch Mark Antonius Neerincx OffRL 53 108 0 23 Jul 2018
Generating Counterfactual Explanations with Natural Language Lisa Anne Hendricks Ronghang Hu Trevor Darrell Zeynep Akata FAtt 50 99 0 26 Jun 2018
Contrastive Explanations with Local Foil Trees J. V. D. Waa M. Robeer J. Diggelen Matthieu J. S. Brinkhuis Mark Antonius Neerincx FAtt 61 82 0 19 Jun 2018
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 112 2,354 0 01 Nov 2017
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 245 4,265 0 22 Jun 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 21,939 0 22 May 2017
The Mythos of Model Interpretability Zachary Chase Lipton FaML 180 3,701 0 10 Jun 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,990 0 16 Feb 2016