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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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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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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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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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Learning Representations for Sub-Symbolic Reasoning


Jun 01, 2021
Giuseppe Marra, Michelangelo Diligenti, Francesco Giannini, Marco Maggini


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Relational Neural Machines


Feb 06, 2020
Giuseppe Marra, Michelangelo Diligenti, Francesco Giannini, Marco Gori, Marco Maggini


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Conditions for Unnecessary Logical Constraints in Kernel Machines


Sep 24, 2019
Francesco Giannini, Marco Maggini


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Learning and T-Norms Theory


Jul 26, 2019
Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Marco Maggini, Marco Gori


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