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Giuseppe Marra
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From Statistical Relational to Neuro-Symbolic Artificial Intelligence
L De Raedt, S Dumančić, R Manhaeve, G Marra
Proceedings of the Twenty-Ninth International Joint Conference on Artificial …, 2020
1482020
Integrating learning and reasoning with deep logic models
G Marra, F Giannini, M Diligenti, M Gori
European Conference on Machine Learning and Principles and Practice of …, 2019
622019
LYRICS: a General Interface Layer to Integrate Logic Inference and Deep Learning⋆
G Marra, F Giannini, M Diligenti, M Gori
European Conference on Machine Learning and Principles and Practice of …, 2019
60*2019
Concept embedding models: Beyond the accuracy-explainability trade-off
M Espinosa Zarlenga, P Barbiero, G Ciravegna, G Marra, F Giannini, ...
Advances in Neural Information Processing Systems 35, 21400-21413, 2022
52*2022
Relational Neural Machines
G Marra, M Diligenti, F Giannini, M Gori, M Maggini
ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 …, 2020
522020
Neural markov logic networks
G Marra, O Kuželka
UAI, 2021
462021
Deepstochlog: Neural stochastic logic programming
T Winters, G Marra, R Manhaeve, L De Raedt
AAAI, 2022
402022
Deep constraint-based propagation in graph neural networks
M Tiezzi, G Marra, S Melacci, M Maggini
IEEE Transactions on Pattern Analysis and Machine Intelligence 44 (2), 727-739, 2021
20*2021
An unsupervised character-aware neural approach to word and context representation learning
G Marra, A Zugarini, S Melacci, M Maggini
Artificial Neural Networks and Machine Learning–ICANN 2018: 27th …, 2018
162018
Approximate inference for neural probabilistic logic programming
R Manhaeve, G Marra, L De Raedt
Proceedings of the 18th International Conference on Principles of Knowledge …, 2021
152021
Constraint-based visual generation
G Marra, F Giannini, M Diligenti, M Gori
Artificial Neural Networks and Machine Learning–ICANN 2019: Image Processing …, 2019
142019
T-norms driven loss functions for machine learning
F Giannini, M Diligenti, M Maggini, M Gori, G Marra
Applied Intelligence, 1-15, 2023
13*2023
Online Learning of Non-Markovian Reward Models
G Rens, JF Raskin, R Reynouad, G Marra
ICART, 2020
132020
Local propagation in constraint-based neural network
G Marra, M Tiezzi, S Melacci, A Betti, M Maggini, M Gori
IJCNN 2020, 2020
132020
Vael: Bridging variational autoencoders and probabilistic logic programming
E Misino, G Marra, E Sansone
Advances in Neural Information Processing Systems 35, 4667-4679, 2022
122022
A lagrangian approach to information propagation in graph neural networks
M Tiezzi, G Marra, S Melacci, M Maggini, M Gori
ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 …, 2020
122020
Learning in text streams: Discovery and disambiguation of entity and relation instances
M Maggini, G Marra, S Melacci, A Zugarini
IEEE Transactions on Neural Networks and Learning Systems 31 (11), 4475-4486, 2019
122019
From Statistical Relational to Neurosymbolic Artificial Intelligence: a Survey
G Marra, S Dumančić, R Manhaeve, L De Raedt
Artificial Intelligence 2024, 2024
112024
Safe Reinforcement Learning via Probabilistic Logic Shields
WC Yang, G Marra, G Rens, L De Raedt
IJCAI, 2023
112023
Neuro-Symbolic AI= Neural+ Logical+ Probabilistic AI
R Manhaeve, G Marra, T Demeester, S Dumancic, A Kimmig, L De Raedt
Neuro-Symbolic Artificial Intelligence: The State of the Art 342, 173, 2022
10*2022
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