Reasoning about Counterfactuals and Explanations: Problems, Results and
Directions

Reasoning about Counterfactuals and Explanations: Problems, Results and Directions

25 August 2021

Leopoldo Bertossi

Papers citing "Reasoning about Counterfactuals and Explanations: Problems, Results and Directions"

13 / 13 papers shown

Title
Answer-Set Programs for Reasoning about Counterfactual Interventions and Responsibility Scores for Classification Leopoldo Bertossi G. Reyes 45 9 0 21 Jul 2021
Declarative Approaches to Counterfactual Explanations for Classification Leopoldo Bertossi 53 17 0 15 Nov 2020
On the Tractability of SHAP Explanations Guy Van den Broeck A. Lykov Maximilian Schleich Dan Suciu FAtt TDI 55 267 0 18 Sep 2020
The Tractability of SHAP-Score-Based Explanations over Deterministic and Decomposable Boolean Circuits Marcelo Arenas Pablo Barceló Mikaël Monet FAtt 50 8 0 28 Jul 2020
Score-Based Explanations in Data Management and Machine Learning Leopoldo Bertossi FAtt XAI 38 4 0 24 Jul 2020
Algorithmic recourse under imperfect causal knowledge: a probabilistic approach Amir-Hossein Karimi Julius von Kügelgen Bernhard Schölkopf Isabel Valera CML 94 179 0 11 Jun 2020
An ASP-Based Approach to Counterfactual Explanations for Classification Leopoldo Bertossi CML 46 15 0 28 Apr 2020
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
Actionable Recourse in Linear Classification Berk Ustun Alexander Spangher Yang Liu FaML 90 545 0 18 Sep 2018
Ontological Multidimensional Data Models and Contextual Data Qality Leopoldo Bertossi Mostafa Milani 26 21 0 01 Apr 2017
From Causes for Database Queries to Repairs and Model-Based Diagnosis and Back Leopoldo Bertossi Babak Salimi AI4CE 32 57 0 01 Jul 2015
A Modification of the Halpern-Pearl Definition of Causality Joseph Y. Halpern 50 159 0 01 May 2015
The Complexity of Causality and Responsibility for Query Answers and non-Answers A. Meliou Wolfgang Gatterbauer Katherine F. Moore Dan Suciu 187 226 0 10 Sep 2010