An ASP-Based Approach to Counterfactual Explanations for Classification

An ASP-Based Approach to Counterfactual Explanations for Classification

28 April 2020

Leopoldo Bertossi

Papers citing "An ASP-Based Approach to Counterfactual Explanations for Classification"

11 / 11 papers shown

Title
Generating Causally Compliant Counterfactual Explanations using ASP Sopam Dasgupta CML 108 0 0 13 Feb 2025
Learning Actionable Counterfactual Explanations in Large State Spaces Keziah Naggita Matthew R. Walter Avrim Blum OffRL 49 0 0 25 Apr 2024
Causality-based Explanation of Classification Outcomes Leopoldo Bertossi Jordan Li Maximilian Schleich Dan Suciu Zografoula Vagena XAI CML FAtt 195 46 0 15 Mar 2020
ASP-Core-2 Input Language Format Francesco Calimeri Wolfgang Faber Martin Gebser Giovambattista Ianni Roland Kaminski T. Krennwallner Nicola Leone Marco Maratea Francesco Ricca Torsten Schaub KELM 50 260 0 11 Nov 2019
Model-Agnostic Counterfactual Explanations for Consequential Decisions Amir-Hossein Karimi Gilles Barthe Borja Balle Isabel Valera 88 321 0 27 May 2019
Efficient Search for Diverse Coherent Explanations Chris Russell 56 237 0 02 Jan 2019
Specifying and Computing Causes for Query Answers in Databases via Database Repairs and Repair Programs Leopoldo Bertossi 45 14 0 04 Dec 2017
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 94 2,346 0 01 Nov 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 800 21,760 0 22 May 2017
From Causes for Database Queries to Repairs and Model-Based Diagnosis and Back Leopoldo Bertossi Babak Salimi AI4CE 34 57 0 01 Jul 2015
The Complexity of Causality and Responsibility for Query Answers and non-Answers A. Meliou Wolfgang Gatterbauer Katherine F. Moore Dan Suciu 189 225 0 10 Sep 2010