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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

* Accepted as short paper at the EMNLP 2022 conference 

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Global Explainability of GNNs via Logic Combination of Learned Concepts


Oct 14, 2022
Steve Azzolin, Antonio Longa, Pietro Barbiero, Pietro Li貌, Andrea Passerini


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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

* To appear at NeurIPS 2022 

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Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis


Aug 22, 2022
Han Xuanyuan, Pietro Barbiero, Dobrik Georgiev, Lucie Charlotte Magister, Pietro Li贸

* 9 pages, 5 figures 

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Encoding Concepts in Graph Neural Networks


Aug 07, 2022
Lucie Charlotte Magister, Pietro Barbiero, Dmitry Kazhdan, Federico Siciliano, Gabriele Ciravegna, Fabrizio Silvestri, Mateja Jamnik, Pietro Lio


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Logic Explained Networks


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


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Algorithmic Concept-based Explainable Reasoning


Jul 15, 2021
Dobrik Georgiev, Pietro Barbiero, Dmitry Kazhdan, Petar Veli膷kovi膰, Pietro Li貌

* preprint 

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Entropy-based Logic Explanations of Neural Networks


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


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LENs: a Python library for Logic Explained Networks


May 25, 2021
Pietro Barbiero, Gabriele Ciravegna, Dobrik Georgiev, Franscesco Giannini


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