Publications

2022

Winters, Thomas; Marra, Giuseppe; Manhaeve, Robin; Raedt, Luc De

Deepstochlog: Neural stochastic logic programming Inproceedings

In: AAAI, 2022.

BibTeX

Diligenti, DIISM Michelangelo; Giannini, DIISM Francesco; Gori, DIISM Marco; Maggini, DIISM Marco; Marra, Giuseppe

A Constraint-Based Approach to Learning and Reasoning Journal Article

In: Neuro-Symbolic Artificial Intelligence: The State of the Art, vol. 342, pp. 192, 2022.

BibTeX

Hitzler, P; Sarker, MK

Neuro-Symbolic AI= Neural+ Logical+ Probabilistic AI Journal Article

In: Neuro-Symbolic Artificial Intelligence: The State of the Art, vol. 342, pp. 173, 2022.

BibTeX

Misino, Eleonora; Marra, Giuseppe; Sansone, Emanuele

VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming Journal Article

In: arXiv preprint arXiv:2202.04178, 2022.

BibTeX

Zarlenga, Mateo Espinosa; Barbiero, Pietro; Ciravegna, Gabriele; Marra, Giuseppe; Giannini, Francesco; Diligenti, Michelangelo; Shams, Zohreh; Precioso, Frederic; Melacci, Stefano; Weller, Adrian; others,

Concept Embedding Models Journal Article

In: arXiv preprint arXiv:2209.09056, 2022.

BibTeX

2021

Marra, Giuseppe; Kuželka, Ondřej

Neural markov logic networks Inproceedings

In: UAI, 2021.

BibTeX

Marra, Giuseppe; Diligenti, Michelangelo; Giannini, Francesco

Learning Representations for Sub-Symbolic Reasoning Journal Article

In: arXiv preprint arXiv:2106.00393, 2021.

BibTeX

Marra, Giuseppe; Dumanči'c, Sebastijan; Manhaeve, Robin; Raedt, Luc De

From Statistical Relational to Neural Symbolic Artificial Intelligence: a Survey Journal Article

In: arXiv preprint arXiv:2108.11451, 2021.

BibTeX

Manhaeve, Robin; Marra, Giuseppe; Raedt, Luc De

Approximate Inference for Neural Probabilistic Logic Programming. Inproceedings

In: KR, pp. 475–486, 2021.

BibTeX

Misino, Eleonora; Sartori, Claudio; Raedt, Luc De; Marra, Giuseppe; Sansone, Emanuele

DEEP GENERATIVE MODELS WITH PROBABILISTIC LOGIC PRIORS Journal Article

In: 2021.

BibTeX

Tiezzi, Matteo; Marra, Giuseppe; Melacci, Stefano; Maggini, Marco

Deep constraint-based propagation in graph neural networks Journal Article

In: IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 44, no. 2, pp. 727–739, 2021.

BibTeX

2020

Marra, Giuseppe; Tiezzi, Matteo; Melacci, Stefano; Betti, Alessandro; Maggini, Marco; Gori, Marco

Local propagation in constraint-based neural network Journal Article

In: IJCNN 2020, 2020.

BibTeX

Tiezzi, Matteo; Marra, Giuseppe; Melacci, Stefano; Maggini, Marco; Gori, Marco

A lagrangian approach to information propagation in graph neural networks Inproceedings

In: ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 September 2020, Santiago de Compostela, Spain, August, 2020.

BibTeX

Raedt, Luc De; Dumanči'c, Sebastijan; Manhaeve, Robin; Marra, Giuseppe

From Statistical Relational to Neuro-Symbolic Artificial Intelligence Inproceedings

In: Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, pp. 4943–4950, Christian Bessiere 2020.

BibTeX

Tiezzi, Matteo; Marra, Giuseppe; Melacci, Stefano; Maggini, Marco; Gori, Marco

Lagrangian Propagation Graph Neural Networks Inproceedings

In: ECAI, 2020.

BibTeX

Marra, Giuseppe

Bridging symbolic and subsymbolic reasoning with MiniMax Entropy models. PhD Thesis

University of Florence, 2020.

BibTeX

Marra, Giuseppe; Diligenti, Michelangelo; Faggi, Lapo; Giannini, Francesco; Gori, Marco; Maggini, Marco

Inference in Relational Neural Machines Inproceedings

In: Proceedings of the First International Workshop on New Foundations for Human-Centered AI (NeHuAI) co-located with 24th European Conference on Artificial Intelligence (ECAI 2020), Santiago de Compostella, Spain, September 4, 2020., pp. 71–74, 2020.

BibTeX

Rens, Gavin; Raskin, Jean-François; Reynouad, Rapha"el; Marra, Giuseppe

Online Learning of Non-Markovian Reward Models Journal Article

In: ICART, 2020.

BibTeX

Marra, Giuseppe; Diligenti, Michelangelo; Giannini, Francesco; Gori, Marco; Maggini, Marco

Relational Neural Machines Inproceedings

In: ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 September 2020, Santiago de Compostela, Spain, August, pp. 1340–1347, 2020.

BibTeX

2019

Marra, Giuseppe; Giannini, Francesco; Diligenti, Michelangelo; Gori, Marco

Constraint-based visual generation Inproceedings

In: International Conference on Artificial Neural Networks, pp. 565–577, Springer, Cham 2019.

BibTeX

Marra, Giuseppe; Giannini, Francesco; Diligenti, Michelangelo; Gori, Marco

Integrating learning and reasoning with deep logic models Inproceedings

In: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML 2019, 2019.

BibTeX

Giannini, Francesco; Marra, Giuseppe; Diligenti, Michelangelo; Maggini, Marco; Gori, Marco

On the relation between Loss Functions and T-Norms Inproceedings

In: International Conference on Inductive Logic Programming, 2019.

BibTeX

Maggini, Marco; Marra, Giuseppe; Melacci, Stefano; Zugarini, Andrea

Learning in text streams: Discovery and disambiguation of entity and relation instances Journal Article

In: IEEE Transactions on Neural Networks and Learning Systems, vol. 31, no. 11, pp. 4475–4486, 2019.

BibTeX

Marra, Giuseppe; Giannini, Francesco; Diligenti, Michelangelo; Gori, Marco

LYRICS: a General Interface Layer to Integrate Logic Inference and Deep Learning⋆ Inproceedings

In: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML, 2019.

BibTeX

Marra, Giuseppe; Zanca, Dario; Betti, Alessandro; Gori, Marco

Learning Activation Functions by Means of Kernel Based Neural Networks Inproceedings

In: International Conference of the Italian Association for Artificial Intelligence, pp. 418–430, Springer, Cham 2019.

BibTeX

Marra, Giuseppe; Giannini, Francesco; Diligenti, Michelangelo; Maggini, Marco; Gori, Marco

T-Norms Driven Loss Functions for Machine Learning Journal Article

In: arXiv preprint arXiv:1907.11468, 2019.

BibTeX

2018

Betti, Alessandro; Gori, Marco; Marra, Giuseppe

Backpropagation and biological plausibility Journal Article

In: arXiv preprint arXiv:1808.06934, 2018.

BibTeX

Marra, Giuseppe; Zugarini, Andrea; Melacci, Stefano; Maggini, Marco

An unsupervised character-aware neural approach to word and context representation learning Inproceedings

In: International Conference on Artificial Neural Networks, pp. 126–136, Springer, Cham 2018.

BibTeX

Betti, Alessandro; Gori, Marco; Marra, Giuseppe

A Constrained-Based Approach to Machine Learning Inproceedings

In: 2018 14th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS), pp. 737–746, IEEE 2018.

BibTeX

2016

Marra, Giuseppe; Ursino, Domenico; Ricca, Francesco; Terracina, Giorgio

Information diffusion in a multi-social-network scenario: framework and ASP-based analysis Journal Article

In: Knowledge and Information Systems, vol. 48, no. 3, pp. 619–648, 2016.

BibTeX

2014

Marra, Giuseppe; Nocera, Antonino; Ricca, Francesco; Terracina, Giorgio; Ursino, Domenico

Investigating information diffusion in a multi-social-network scenario via answer set programming Inproceedings

In: International Conference on Web Reasoning and Rule Systems, pp. 191–196, Springer, Cham 2014.

BibTeX

Marra, Giuseppe; Ricca, Francesco; Terracina, Giorgio; Ursino, Domenico

Exploiting answer set programming for handling information diffusion in a multi-social-network scenario Inproceedings

In: European Workshop on Logics in Artificial Intelligence, pp. 618–627, Springer, Cham 2014.

BibTeX

Marra, Giuseppe; Nocera, Antonino; Ricca, Francesco; Terracina, Giorgio; Ursino, Domenico

Investigating Node Influence Maximization and Influential Node Characterization in a Multi-Social-Network Scenario via Disjunctive Logic Programming. Inproceedings

In: SEBD, pp. 264–275, 2014.

BibTeX

Leggio, Daniel; Marra, Giuseppe; Ursino, Domenico

Defining and investigating the scope of users and hashtags in Twitter Inproceedings

In: OTM Confederated International Conferences" On the Move to Meaningful Internet Systems", pp. 674–681, Springer, Berlin, Heidelberg 2014.

BibTeX

Marra, Giuseppe

An approach to handling Information Diffusion problem in a Multi-Social-Network Scenario PhD Thesis

Universit`a degli Studi Mediterranea di Reggio Calabria, 2014.

BibTeX

0000

Melacci, Matteo Tiezzi1 Giuseppe Marra2 Stefano; Maggini, Marco

Deep Lagrangian Propagation in Graph Neural Networks Journal Article

In: 0000.

BibTeX

Smet, Lennert De; Manhaeve, Robin; Marra, Giuseppe; Martires, Pedro Zuidberg Dos

Tensorised Probabilistic Inference for Neural Probabilistic Logic Programming Inproceedings

In: The 5th Workshop on Tractable Probabilistic Modeling, 0000.

BibTeX

Svatoš, Martin; Jung, Peter; Zelezn`y, Filip; Marra, Giuseppe; Kuzelka, Ondrej

Learning to Generate Molecules From Small Datasets Using Neural Markov Logic Networks Journal Article

In: 0000.

BibTeX