On The Reasons Behind Decisions

21 February 2020

Papers citing "On The Reasons Behind Decisions"

30 / 30 papers shown

Title
On the Complexity of Global Necessary Reasons to Explain Classification M. Calautti Enrico Malizia Cristian Molinaro FAtt 63 0 0 12 Jan 2025
Axiomatic Characterisations of Sample-based Explainers Leila Amgoud Martin Cooper Salim Debbaoui FAtt 44 1 0 09 Aug 2024
Logic for Explainable AI Adnan Darwiche 35 8 0 09 May 2023
A New Class of Explanations for Classifiers with Non-Binary Features Chunxi Ji Adnan Darwiche FAtt 28 3 0 28 Apr 2023
Finding Minimum-Cost Explanations for Predictions made by Tree Ensembles John Törnblom Emil Karlsson Simin Nadjm-Tehrani FAtt 54 0 0 16 Mar 2023
On the Complexity of Enumerating Prime Implicants from Decision-DNNF Circuits Alexis de Colnet Pierre Marquis 20 9 0 30 Jan 2023
SpArX: Sparse Argumentative Explanations for Neural Networks [Technical Report] Hamed Ayoobi Nico Potyka Francesca Toni 24 17 0 23 Jan 2023
VeriX: Towards Verified Explainability of Deep Neural Networks Min Wu Haoze Wu Clark W. Barrett AAML 42 11 0 02 Dec 2022
Logic-Based Explainability in Machine Learning Sasha Rubin LRM XAI 50 39 0 24 Oct 2022
Computing Abductive Explanations for Boosted Trees Gilles Audemard Jean-Marie Lagniez Pierre Marquis N. Szczepanski 31 12 0 16 Sep 2022
On Computing Relevant Features for Explaining NBCs Yacine Izza Sasha Rubin 36 5 0 11 Jul 2022
Eliminating The Impossible, Whatever Remains Must Be True Jinqiang Yu Alexey Ignatiev Peter J. Stuckey Nina Narodytska Sasha Rubin 22 23 0 20 Jun 2022
On Tackling Explanation Redundancy in Decision Trees Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 48 58 0 20 May 2022
On the Computation of Necessary and Sufficient Explanations Adnan Darwiche Chunxi Ji FAtt 13 19 0 20 Mar 2022
Tractable Boolean and Arithmetic Circuits Adnan Darwiche TPM 36 12 0 07 Feb 2022
Causal Explanations and XAI Sander Beckers CML XAI 26 35 0 31 Jan 2022
Provably efficient, succinct, and precise explanations Guy Blanc Jane Lange Li-Yang Tan FAtt 37 35 0 01 Nov 2021
Foundations of Symbolic Languages for Model Interpretability Marcelo Arenas Daniel Baez Pablo Barceló Jorge A. Pérez Bernardo Subercaseaux ReLM LRM 21 24 0 05 Oct 2021
On Quantifying Literals in Boolean Logic and Its Applications to Explainable AI Adnan Darwiche Pierre Marquis 11 26 0 23 Aug 2021
On Efficiently Explaining Graph-Based Classifiers Xuanxiang Huang Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 34 37 0 02 Jun 2021
A unified logical framework for explanations in classifier systems Xinghan Liu E. Lorini 20 12 0 30 May 2021
Argumentative XAI: A Survey Kristijonas vCyras Antonio Rago Emanuele Albini P. Baroni Francesca Toni 20 142 0 24 May 2021
Probabilistic Sufficient Explanations Eric Wang Pasha Khosravi Mathias Niepert XAI FAtt TPM 30 23 0 21 May 2021
SAT-Based Rigorous Explanations for Decision Lists Alexey Ignatiev Sasha Rubin XAI 25 44 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 16 47 0 08 May 2021
On the Computational Intelligibility of Boolean Classifiers Gilles Audemard S. Bellart Louenas Bounia F. Koriche Jean-Marie Lagniez Pierre Marquis 19 56 0 13 Apr 2021
Explanation from Specification Harish Naik Gyorgy Turán XAI 27 0 0 13 Dec 2020
Declarative Approaches to Counterfactual Explanations for Classification Leopoldo Bertossi 37 17 0 15 Nov 2020
Model Interpretability through the Lens of Computational Complexity Pablo Barceló Mikaël Monet Jorge A. Pérez Bernardo Subercaseaux 126 94 0 23 Oct 2020
The Tractability of SHAP-Score-Based Explanations over Deterministic and Decomposable Boolean Circuits Marcelo Arenas Pablo Barceló Mikaël Monet FAtt 28 8 0 28 Jul 2020