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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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VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming


Feb 07, 2022
Eleonora Misino, Giuseppe Marra, Emanuele Sansone

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From Statistical Relational to Neural Symbolic Artificial Intelligence: a Survey


Aug 25, 2021
Giuseppe Marra, Sebastijan Dumančić, Robin Manhaeve, Luc De Raedt

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DeepStochLog: Neural Stochastic Logic Programming


Jun 23, 2021
Thomas Winters, Giuseppe Marra, Robin Manhaeve, Luc De Raedt

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* Thomas Winters and Giuseppe Marra contributed equally to this work 

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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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Online Learning of Non-Markovian Reward Models


Sep 30, 2020
Gavin Rens, Jean-François Raskin, Raphaël Reynouad, Giuseppe Marra

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* 24 pages, single column, 7 figures. arXiv admin note: substantial text overlap with arXiv:2001.09293 

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Deep Lagrangian Constraint-based Propagation in Graph Neural Networks


May 27, 2020
Matteo Tiezzi, Giuseppe Marra, Stefano Melacci, Marco Maggini

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* arXiv admin note: substantial text overlap with arXiv:2002.07684 

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From Statistical Relational to Neuro-Symbolic Artificial Intelligence


Mar 24, 2020
Luc De Raedt, Sebastijan Dumančić, Robin Manhaeve, Giuseppe Marra

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