Counterfactual Explanations

• Introduction & Survey

  • Counterfactual Explanations for ML: A Review

  • Could Counterfactuals Explain Algorithmic Decisions Without Opening the Black Box?

  • Interpretable Machine Learning 6.1 Counterfactual Explanations

  • Counterfactual Explanations in Model Interpretations

  • Counterfactual Explanations Without Opening the Black Box: Automated Decisions and the GDPR

• Paper

  • DiCE: Diverse Counterfactual Explanations for Machine Learning Classifiers

• Code

  • Papers With Code Counterfactual Explanation

  • CARLA Counterfactual And Recourse Library

  • CEML Counterfactuals for Explaining Machine Learning models

    • CEML’s Documentation

• Material

  • CFAI Counterfactual Explanation for AI on Pytorch

  • Awesome-explainable-AI

  • Github #counterfactual-explanations