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Francesco Giannini

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Climbing the Ladder of Interpretability with Counterfactual Concept Bottleneck Models

Feb 02, 2024
Gabriele Dominici, Pietro Barbiero, Francesco Giannini, Martin Gjoreski, Giuseppe Marra, Marc Langheinrich

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Relational Concept Based Models

Aug 23, 2023
Pietro Barbiero, Francesco Giannini, Gabriele Ciravegna, Michelangelo Diligenti, Giuseppe Marra

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Categorical Foundations of Explainable AI: A Unifying Formalism of Structures and Semantics

Apr 27, 2023
Pietro Barbiero, Stefano Fioravanti, Francesco Giannini, Alberto Tonda, Pietro Lio, Elena Di Lavore

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Interpretable Neural-Symbolic Concept Reasoning

Apr 27, 2023
Pietro Barbiero, Gabriele Ciravegna, Francesco Giannini, Mateo Espinosa Zarlenga, Lucie Charlotte Magister, Alberto Tonda, Pietro Lio', Frederic Precioso, Mateja Jamnik, Giuseppe Marra

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Enhancing Embedding Representations of Biomedical Data using Logic Knowledge

Mar 23, 2023
Michelangelo Diligenti, Francesco Giannini, Stefano Fioravanti, Caterina Graziani, Moreno Falaschi, Giuseppe Marra

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Extending Logic Explained Networks to Text Classification

Nov 04, 2022
Rishabh Jain, Gabriele Ciravegna, Pietro Barbiero, Francesco Giannini, Davide Buffelli, Pietro Lio

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Concept Embedding Models

Sep 19, 2022
Mateo Espinosa Zarlenga, Pietro Barbiero, Gabriele Ciravegna, Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Zohreh Shams, Frederic Precioso, Stefano Melacci, Adrian Weller, Pietro Lio, Mateja Jamnik

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Logic Explained Networks

Aug 11, 2021
Gabriele Ciravegna, Pietro Barbiero, Francesco Giannini, Marco Gori, Pietro Lió, Marco Maggini, Stefano Melacci

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Entropy-based Logic Explanations of Neural Networks

Jun 22, 2021
Pietro Barbiero, Gabriele Ciravegna, Francesco Giannini, Pietro Lió, Marco Gori, Stefano Melacci

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