Unjustified Classification Regions and Counterfactual Explanations in Machine Learning
Thibault Laugel, Marie‐Jeanne Lesot, Christophe Marsala, Xavier Renard, Marcin Detyniecki
Topics & Concepts
InterpretabilityCounterfactual thinkingComputer scienceCounterfactual conditionalMachine learningArtificial intelligenceSocial connectednessPost hocClassifier (UML)Robustness (evolution)Ground truthSource codeVulnerability (computing)Computer securityEpistemologyPsychologyProgramming languageChemistryGenePsychotherapistPhilosophyDentistryMedicineBiochemistryExplainable Artificial Intelligence (XAI)Adversarial Robustness in Machine LearningMachine Learning and Data Classification