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Logic Explanation of AI Classifiers by Categorical Explaining Functors

Logic Explanation of AI Classifiers by Categorical Explaining Functors

20 March 2025

Francesco Giannini

Paolo Frazzetto

Pietro Barbiero

Papers citing "Logic Explanation of AI Classifiers by Categorical Explaining Functors"

9 / 9 papers shown

Title
A Pattern Language for Machine Learning Tasks Benjamin Rodatz Ian Fan Tuomas Laakkonen Neil John Ortega Thomas Hoffman Vincent Wang-Ma'scianica 95 3 0 02 Jul 2024
Logic Explained Networks Gabriele Ciravegna Pietro Barbiero Francesco Giannini Marco Gori Pietro Lio Marco Maggini S. Melacci 77 69 0 11 Aug 2021
Entropy-based Logic Explanations of Neural Networks Pietro Barbiero Gabriele Ciravegna Francesco Giannini Pietro Lio Marco Gori S. Melacci FAtt XAI 72 79 0 12 Jun 2021
Categorical Foundations of Gradient-Based Learning Geoffrey S. H. Cruttwell Bruno Gavranović Neil Ghani Paul W. Wilson Fabio Zanasi FedML 53 70 0 02 Mar 2021
Compositional Semantics for Probabilistic Programs with Exact Conditioning Dario Stein S. Staton 24 28 0 27 Jan 2021
Drug discovery with explainable artificial intelligence José Jiménez-Luna F. Grisoni G. Schneider 179 636 0 01 Jul 2020
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot Siham Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 121 6,269 0 22 Oct 2019
Model-Agnostic Interpretability of Machine Learning Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 86 838 0 16 Jun 2016
Interpretable classifiers using rules and Bayesian analysis: Building a better stroke prediction model Benjamin Letham Cynthia Rudin Tyler H. McCormick D. Madigan FAtt 70 743 0 05 Nov 2015

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