On Symbolically Encoding the Behavior of Random Forests

On Symbolically Encoding the Behavior of Random Forests

3 July 2020

ArXiv (abs)PDF HTML

Papers citing "On Symbolically Encoding the Behavior of Random Forests"

11 / 11 papers shown

Title
Comparing Neural Network Encodings for Logic-based Explainability Levi Cordeiro Carvalho Saulo A. F. Oliveira Thiago Alves Rocha AAML 162 0 0 26 May 2025
A New Class of Explanations for Classifiers with Non-Binary Features Chunxi Ji Adnan Darwiche FAtt 74 3 0 28 Apr 2023
Computing Abductive Explanations for Boosted Trees Gilles Audemard Jean-Marie Lagniez Pierre Marquis N. Szczepanski 84 14 0 16 Sep 2022
A Model-Agnostic SAT-based Approach for Symbolic Explanation Enumeration Ryma Boumazouza Fahima Cheikh-Alili Bertrand Mazure Karim Tabia 49 0 0 23 Jun 2022
On Tackling Explanation Redundancy in Decision Trees Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 100 64 0 20 May 2022
On the Computation of Necessary and Sufficient Explanations Adnan Darwiche Chunxi Ji FAtt 62 19 0 20 Mar 2022
Trading Complexity for Sparsity in Random Forest Explanations Gilles Audemard S. Bellart Louenas Bounia F. Koriche Jean-Marie Lagniez Pierre Marquis 61 40 0 11 Aug 2021
Explanations for Monotonic Classifiers Sasha Rubin Thomas Gerspacher M. Cooper Alexey Ignatiev Nina Narodytska FAtt 96 46 0 01 Jun 2021
On the Complexity of SHAP-Score-Based Explanations: Tractability via Knowledge Compilation and Non-Approximability Results Marcelo Arenas Pablo Barceló Leopoldo Bertossi Mikaël Monet FAtt 68 35 0 16 Apr 2021
Declarative Approaches to Counterfactual Explanations for Classification Leopoldo Bertossi 67 17 0 15 Nov 2020
On Explaining Decision Trees Yacine Izza Alexey Ignatiev Sasha Rubin FAtt 93 88 0 21 Oct 2020