On Validating, Repairing and Refining Heuristic ML Explanations

On Validating, Repairing and Refining Heuristic ML Explanations

4 July 2019

Alexey Ignatiev

Nina Narodytska

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Papers citing "On Validating, Repairing and Refining Heuristic ML Explanations"

17 / 17 papers shown

Title
A New Class of Explanations for Classifiers with Non-Binary Features Chunxi Ji Adnan Darwiche FAtt 74 3 0 28 Apr 2023
Towards Formal XAI: Formally Approximate Minimal Explanations of Neural Networks Shahaf Bassan Guy Katz FAtt AAML 112 26 0 25 Oct 2022
Logic-Based Explainability in Machine Learning Sasha Rubin LRM XAI 135 40 0 24 Oct 2022
Computing Abductive Explanations for Boosted Trees Gilles Audemard Jean-Marie Lagniez Pierre Marquis N. Szczepanski 84 14 0 16 Sep 2022
Eliminating The Impossible, Whatever Remains Must Be True Jinqiang Yu Alexey Ignatiev Peter Stuckey Nina Narodytska Sasha Rubin 89 23 0 20 Jun 2022
On Tackling Explanation Redundancy in Decision Trees Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 98 64 0 20 May 2022
On the Computation of Necessary and Sufficient Explanations Adnan Darwiche Chunxi Ji FAtt 62 19 0 20 Mar 2022
Consistent Sufficient Explanations and Minimal Local Rules for explaining regression and classification models Salim I. Amoukou Nicolas Brunel FAtt LRM 84 5 0 08 Nov 2021
Provably efficient, succinct, and precise explanations Guy Blanc Jane Lange Li-Yang Tan FAtt 125 38 0 01 Nov 2021
On Efficiently Explaining Graph-Based Classifiers Xuanxiang Huang Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 118 39 0 02 Jun 2021
Probabilistic Sufficient Explanations Eric Wang Pasha Khosravi Guy Van den Broeck XAI FAtt TPM 174 25 0 21 May 2021
SAT-Based Rigorous Explanations for Decision Lists Alexey Ignatiev Sasha Rubin XAI 65 46 0 14 May 2021
On Guaranteed Optimal Robust Explanations for NLP Models Emanuele La Malfa A. Zbrzezny Rhiannon Michelmore Nicola Paoletti Marta Z. Kwiatkowska FAtt 77 48 0 08 May 2021
On Relating 'Why?' and 'Why Not?' Explanations Alexey Ignatiev Nina Narodytska Nicholas M. Asher Sasha Rubin XAI FAtt LRM 59 26 0 21 Dec 2020
Three Modern Roles for Logic in AI Adnan Darwiche AI4CE 133 56 0 18 Apr 2020
On The Reasons Behind Decisions Adnan Darwiche Auguste Hirth FaML 74 149 0 21 Feb 2020
From Shallow to Deep Interactions Between Knowledge Representation, Reasoning and Machine Learning (Kay R. Amel group) Zied Bouraoui Antoine Cornuéjols Thierry Denoeux Sebastien Destercke Didier Dubois ... Jérôme Mengin H. Prade Steven Schockaert M. Serrurier Christel Vrain 128 14 0 13 Dec 2019