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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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* To appear at NeurIPS 2022 

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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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Discrete solution pools and noise-contrastive estimation for predict-and-optimize


Nov 10, 2020
Maxime Mulamba, Jayanta Mandi, Michelangelo Diligenti, Michele Lombardi, Victor Bucarey, Tias Guns

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Relational Neural Machines


Feb 06, 2020
Giuseppe Marra, Michelangelo Diligenti, Francesco Giannini, Marco Gori, 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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On the relation between Loss Functions and T-Norms


Jul 18, 2019
Francesco Giannini, Giuseppe Marra, Michelangelo Diligenti, Marco Maggini, Marco Gori

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LYRICS: a General Interface Layer to Integrate AI and Deep Learning


Mar 18, 2019
Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Marco Gori

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Integrating Learning and Reasoning with Deep Logic Models


Jan 14, 2019
Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Marco Gori

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Constraint-Based Visual Generation


Oct 06, 2018
Giuseppe Marra, Francesco Giannini, Michelangelo Diligenti, Marco Gori

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