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Author

Giuseppe Marra

Observed names: Marra Giuseppe, Marra, Giuseppe
Institution: KU Leuven
ORCID: 0000-0001-5940-9562
Observed ORCID: 0000-0001-5940-9562
OpenAlex ID: A5005466305
From Statistical Relational to Neuro-Symbolic Artificial Intelligence
2020 · Luc de Raedt, Sebastijan Dumančić, et al. · International Joint Conference on Artificial Intelligence · 149
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From statistical relational to neurosymbolic artificial intelligence: A survey
2024 · Giuseppe Marra, Sebastijan Dumančić, et al. · Artificial Intelligence · 106
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Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off
2022 · Zarlenga, Mateo Espinosa, Barbiero, Pietro, et al. · arXiv (Cornell University) · 81
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Integrating Learning and Reasoning with Deep Logic Models
2020 · Giuseppe Marra, Francesco Giannini, et al. · Lecture notes in computer science · 75
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DeepStochLog: Neural Stochastic Logic Programming
2022 · Thomas Winters, Giuseppe Marra, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 56
Safe Reinforcement Learning via Probabilistic Logic Shields
2023 · Wen-Chi Yang, Giuseppe Marra, et al. · International Joint Conference on Artificial Intelligence · 53
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Relational Neural Machines
2020 · Marra Giuseppe, Diligenti Michelangelo, et al. · Frontiers in artificial intelligence and applications · 48
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off
2022 · Mateo Espinosa Zarlenga, Pietro Barbiero, et al. · neural information processing systems · 42
LYRICS: A General Interface Layer to Integrate Logic Inference and Deep Learning
2020 · Giuseppe Marra, Francesco Giannini, et al. · Lecture notes in computer science · 38
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Aligning generalization between humans and machines
2025 · Filip Ilievski, Barbara Hammer, et al. · Nature Machine Intelligence · 37
Neural Markov Logic Networks
2019 · Marra, Giuseppe, Kuželka, Ondřej · Lirias · 31
Causal Concept Graph Models: Beyond Causal Opacity in Deep Learning
2024 · Dominici, Gabriele, Barbiero, Pietro, et al. · arXiv (Cornell University) · 24
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From Statistical Relational to Neuro-Symbolic Artificial Intelligence
2024 · Giuseppe Marra · Proceedings of the AAAI Conference on Artificial Intelligence · 23
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T-norms driven loss functions for machine learning
2023 · Francesco Giannini, Michelangelo Diligenti, et al. · Applied Intelligence · 21
Relational reasoning networks
2025 · Giuseppe Marra, Michelangelo Diligenti, et al. · Knowledge-Based Systems · 17
Deep Constraint-Based Propagation in Graph Neural Networks
2021 · Matteo Tiezzi, Giuseppe Marra, et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 17
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Online Learning of non-Markovian Reward Models
2021 · Gavin Rens, Jean-François Raskin, et al. · International Conference on Agents and Artificial Intelligence (ICAART) · 17
Learning in Text Streams: Discovery and Disambiguation of Entity and Relation Instances
2019 · Marco Maggini, Giuseppe Marra, et al. · IEEE Transactions on Neural Networks and Learning Systems · 15
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Approximate Inference for Neural Probabilistic Logic Programming
2021 · Robin Manhaeve, Giuseppe Marra, et al. · Principles of Knowledge Representation and Reasoning · 14
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Local Propagation in Constraint-based Neural Networks
2020 · Giuseppe Marra, Matteo Tiezzi, et al. · International Joint Conference on Neural Networks (IJCNN) · 14
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An Unsupervised Character-Aware Neural Approach to Word and Context Representation Learning
2018 · Giuseppe Marra, Andrea Zugarini, et al. · Lecture notes in computer science · 14
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Relational Neurosymbolic Markov Models
2025 · Lennert De Smet, Gabriele Venturato, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 11
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Interpretable Concept-Based Memory Reasoning
2024 · David Debot, Pietro Barbiero, et al. · neural information processing systems · 11
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A Lagrangian Approach to Information Propagation in Graph Neural Networks
2020 · Tiezzi Matteo, Marra Giuseppe, et al. · Frontiers in artificial intelligence and applications · 11
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Neural Probabilistic Logic Programming in Discrete-Continuous Domains
2023 · De Smet, Lennert, Martires, Pedro Zuidberg Dos, et al. · arXiv (Cornell University) · 10
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Works count: 90
Citation count: 1,082
H-index: 17
I10-index: 26
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