Publications

@inproceedings{DBLP:conf/ilp/VermeulenMM23,

title = {An Experimental Overview of Neural-Symbolic Systems},

author = {Arne Vermeulen and Robin Manhaeve and Giuseppe Marra},

editor = {Elena Bellodi and Francesca Alessandra Lisi and Riccardo Zese},

url = {https://doi.org/10.1007/978-3-031-49299-0_9},

doi = {10.1007/978-3-031-49299-0_9},

year  = {2023},

date = {2023-01-01},

booktitle = {Inductive Logic Programming - 32nd International Conference, ILP 

 2023, Bari, Italy, November 13-15, 2023, Proceedings},

volume = {14363},

pages = {124\textendash138},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/aaai/WintersMMR22,

title = {DeepStochLog: Neural Stochastic Logic Programming},

author = {Thomas Winters and Giuseppe Marra and Robin Manhaeve and Luc De Raedt},

url = {https://doi.org/10.1609/aaai.v36i9.21248},

doi = {10.1609/AAAI.V36I9.21248},

year  = {2022},

date = {2022-01-01},

booktitle = {Thirty-Sixth AAAI Conference on Artificial Intelligence, AAAI 

 2022, Thirty-Fourth Conference on Innovative Applications of Artificial 

 Intelligence, IAAI 2022, The Twelveth Symposium on Educational Advances 

 in Artificial Intelligence, EAAI 2022 Virtual Event, February 22 

 - March 1, 2022},

pages = {10090\textendash10100},

publisher = {AAAI Press},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/nips/MisinoMS22,

title = {VAEL: Bridging Variational Autoencoders and Probabilistic Logic 

 Programming},

author = {Eleonora Misino and Giuseppe Marra and Emanuele Sansone},

editor = {Sanmi Koyejo and S. Mohamed and A. Agarwal and Danielle Belgrave and K. Cho and A. Oh},

url = {http://papers.nips.cc/paper_files/paper/2022/hash/1e38b2a0b77541b14a3315c99697b835-Abstract-Conference.html},

year  = {2022},

date = {2022-01-01},

booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference 

 on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans, 

 LA, USA, November 28 - December 9, 2022},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/nips/ZarlengaBCMGDSP22,

title = {Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off},

author = {Mateo Espinosa Zarlenga and Pietro Barbiero and Gabriele Ciravegna and Giuseppe Marra and Francesco Giannini and Michelangelo Diligenti and Zohreh Shams and Fr\'{e}d\'{e}ric Precioso and Stefano Melacci and Adrian Weller and Pietro Li\'{o} and Mateja Jamnik},

editor = {Sanmi Koyejo and S. Mohamed and A. Agarwal and Danielle Belgrave and K. Cho and A. Oh},

url = {http://papers.nips.cc/paper_files/paper/2022/hash/867c06823281e506e8059f5c13a57f75-Abstract-Conference.html},

year  = {2022},

date = {2022-01-01},

booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference 

 on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans, 

 LA, USA, November 28 - December 9, 2022},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/icaart/RensRRM21,

title = {Online Learning of non-Markovian Reward Models},

author = {Gavin Rens and Jean-Fran\c{c}ois Raskin and Rapha\"{e}l Reynouard and Giuseppe Marra},

editor = {Ana Paula Rocha and Luc Steels and H. Jaap Herik},

url = {https://doi.org/10.5220/0010212000740086},

doi = {10.5220/0010212000740086},

year  = {2021},

date = {2021-01-01},

booktitle = {Proceedings of the 13th International Conference on Agents and Artificial 

 Intelligence, ICAART 2021, Volume 2, Online Streaming, February 

 4-6, 2021},

pages = {74\textendash86},

publisher = {SCITEPRESS},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/kr/ManhaeveMR21,

title = {Approximate Inference for Neural Probabilistic Logic Programming},

author = {Robin Manhaeve and Giuseppe Marra and Luc De Raedt},

editor = {Meghyn Bienvenu and Gerhard Lakemeyer and Esra Erdem},

url = {https://doi.org/10.24963/kr.2021/45},

doi = {10.24963/KR.2021/45},

year  = {2021},

date = {2021-01-01},

booktitle = {Proceedings of the 18th International Conference on Principles of 

 Knowledge Representation and Reasoning, KR 2021, Online event, November 

 3-12, 2021},

pages = {475\textendash486},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/uai/MarraK21,

title = {Neural markov logic networks},

author = {Giuseppe Marra and Ondrej Kuzelka},

editor = {Cassio P. Campos and Marloes H. Maathuis and Erik Quaeghebeur},

url = {https://proceedings.mlr.press/v161/marra21a.html},

year  = {2021},

date = {2021-01-01},

booktitle = {Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial 

 Intelligence, UAI 2021, Virtual Event, 27-30 July 2021},

volume = {161},

pages = {908\textendash917},

publisher = {AUAI Press},

series = {Proceedings of Machine Learning Research},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/ecai/MarraGFDGM20,

title = {Inference in relational neural machines},

author = {Giuseppe Marra and Francesco Giannini and Lapo Faggi and Michelangelo Diligenti and Marco Gori and Marco Maggini},

editor = {Alessandro Saffiotti and Luciano Serafini and Paul Lukowicz},

url = {https://ceur-ws.org/Vol-2659/marra.pdf},

year  = {2020},

date = {2020-01-01},

booktitle = {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},

volume = {2659},

pages = {71\textendash74},

publisher = {CEUR-WS.org},

series = {CEUR Workshop Proceedings},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/ecai/MarraDGGM20,

title = {Relational Neural Machines},

author = {Giuseppe Marra and Michelangelo Diligenti and Francesco Giannini and Marco Gori and Marco Maggini},

editor = {Giuseppe De Giacomo and Alejandro Catal\'{a} and Bistra Dilkina and Michela Milano and Sen\'{e}n Barro and Alberto Bugar'ın and J\'{e}r\^{o}me Lang},

url = {https://doi.org/10.3233/FAIA200237},

doi = {10.3233/FAIA200237},

year  = {2020},

date = {2020-01-01},

booktitle = {ECAI 2020 - 24th European Conference on Artificial Intelligence, 

 29 August-8 September 2020, Santiago de Compostela, Spain, August 

 29 - September 8, 2020 - Including 10th Conference on Prestigious 

 Applications of Artificial Intelligence (PAIS 2020)},

volume = {325},

pages = {1340\textendash1347},

publisher = {IOS Press},

series = {Frontiers in Artificial Intelligence and Applications},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/ecai/TiezziMMMG20,

title = {A Lagrangian Approach to Information Propagation in Graph Neural Networks},

author = {Matteo Tiezzi and Giuseppe Marra and Stefano Melacci and Marco Maggini and Marco Gori},

editor = {Giuseppe De Giacomo and Alejandro Catal\'{a} and Bistra Dilkina and Michela Milano and Sen\'{e}n Barro and Alberto Bugar'ın and J\'{e}r\^{o}me Lang},

url = {https://doi.org/10.3233/FAIA200262},

doi = {10.3233/FAIA200262},

year  = {2020},

date = {2020-01-01},

booktitle = {ECAI 2020 - 24th European Conference on Artificial Intelligence, 

 29 August-8 September 2020, Santiago de Compostela, Spain, August 

 29 - September 8, 2020 - Including 10th Conference on Prestigious 

 Applications of Artificial Intelligence (PAIS 2020)},

volume = {325},

pages = {1539\textendash1546},

publisher = {IOS Press},

series = {Frontiers in Artificial Intelligence and Applications},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/ijcai/RaedtDMM20,

title = {From Statistical Relational to Neuro-Symbolic Artificial Intelligence},

author = {Luc De Raedt and Sebastijan Dumancic and Robin Manhaeve and Giuseppe Marra},

editor = {Christian Bessiere},

url = {https://doi.org/10.24963/ijcai.2020/688},

doi = {10.24963/IJCAI.2020/688},

year  = {2020},

date = {2020-01-01},

booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on 

 Artificial Intelligence, IJCAI 2020},

pages = {4943\textendash4950},

publisher = {ijcai.org},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/ijcnn/MarraTMBMG20,

title = {Local Propagation in Constraint-based Neural Networks},

author = {Giuseppe Marra and Matteo Tiezzi and Stefano Melacci and Alessandro Betti and Marco Maggini and Marco Gori},

url = {https://doi.org/10.1109/IJCNN48605.2020.9207043},

doi = {10.1109/IJCNN48605.2020.9207043},

year  = {2020},

date = {2020-01-01},

booktitle = {2020 International Joint Conference on Neural Networks, IJCNN 2020, 

 Glasgow, United Kingdom, July 19-24, 2020},

pages = {1\textendash8},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/aiia/MarraZBG19,

title = {Learning Activation Functions by Means of Kernel Based Neural Networks},

author = {Giuseppe Marra and Dario Zanca and Alessandro Betti and Marco Gori},

editor = {Mario Alviano and Gianluigi Greco and Francesco Scarcello},

url = {https://doi.org/10.1007/978-3-030-35166-3_30},

doi = {10.1007/978-3-030-35166-3_30},

year  = {2019},

date = {2019-01-01},

booktitle = {AI*IA 2019 - Advances in Artificial Intelligence - XVIIIth International 

 Conference of the Italian Association for Artificial Intelligence, 

 Rende, Italy, November 19-22, 2019, Proceedings},

volume = {11946},

pages = {418\textendash430},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/icann/MarraGDG19,

title = {Constraint-Based Visual Generation},

author = {Giuseppe Marra and Francesco Giannini and Michelangelo Diligenti and Marco Gori},

editor = {Igor V. Tetko and Vera Kurkov\'{a} and Pavel Karpov and Fabian J. Theis},

url = {https://doi.org/10.1007/978-3-030-30508-6_45},

doi = {10.1007/978-3-030-30508-6_45},

year  = {2019},

date = {2019-01-01},

booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2019: Image 

 Processing - 28th International Conference on Artificial Neural Networks, 

 Munich, Germany, September 17-19, 2019, Proceedings, Part III},

volume = {11729},

pages = {565\textendash577},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/ilp/GianniniMDMG19,

title = {On the Relation Between Loss Functions and T-Norms},

author = {Francesco Giannini and Giuseppe Marra and Michelangelo Diligenti and Marco Maggini and Marco Gori},

editor = {Dimitar Kazakov and Can Erten},

url = {https://doi.org/10.1007/978-3-030-49210-6_4},

doi = {10.1007/978-3-030-49210-6_4},

year  = {2019},

date = {2019-01-01},

booktitle = {Inductive Logic Programming - 29th International Conference, ILP 

 2019, Plovdiv, Bulgaria, September 3-5, 2019, Proceedings},

volume = {11770},

pages = {36\textendash45},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/pkdd/MarraGDG19,

title = {LYRICS: A General Interface Layer to Integrate Logic Inference 

 and Deep Learning},

author = {Giuseppe Marra and Francesco Giannini and Michelangelo Diligenti and Marco Gori},

editor = {Ulf Brefeld and \'{E}lisa Fromont and Andreas Hotho and Arno J. Knobbe and Marloes H. Maathuis and C\'{e}line Robardet},

url = {https://doi.org/10.1007/978-3-030-46147-8_17},

doi = {10.1007/978-3-030-46147-8_17},

year  = {2019},

date = {2019-01-01},

booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference, 

 ECML PKDD 2019, W\"{u}rzburg, Germany, September 16-20, 2019, 

 Proceedings, Part II},

volume = {11907},

pages = {283\textendash298},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/pkdd/MarraGDG19a,

title = {Integrating Learning and Reasoning with Deep Logic Models},

author = {Giuseppe Marra and Francesco Giannini and Michelangelo Diligenti and Marco Gori},

editor = {Ulf Brefeld and \'{E}lisa Fromont and Andreas Hotho and Arno J. Knobbe and Marloes H. Maathuis and C\'{e}line Robardet},

url = {https://doi.org/10.1007/978-3-030-46147-8_31},

doi = {10.1007/978-3-030-46147-8_31},

year  = {2019},

date = {2019-01-01},

booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference, 

 ECML PKDD 2019, W\"{u}rzburg, Germany, September 16-20, 2019, 

 Proceedings, Part II},

volume = {11907},

pages = {517\textendash532},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/icann/MarraZMM18,

title = {An Unsupervised Character-Aware Neural Approach to Word and Context 

 Representation Learning},

author = {Giuseppe Marra and Andrea Zugarini and Stefano Melacci and Marco Maggini},

editor = {Vera Kurkov\'{a} and Yannis Manolopoulos and Barbara Hammer and Lazaros S. Iliadis and Ilias Maglogiannis},

url = {https://doi.org/10.1007/978-3-030-01424-7_13},

doi = {10.1007/978-3-030-01424-7_13},

year  = {2018},

date = {2018-01-01},

booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2018 - 27th 

 International Conference on Artificial Neural Networks, Rhodes, Greece, 

 October 4-7, 2018, Proceedings, Part III},

volume = {11141},

pages = {126\textendash136},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/sitis/BettiGM18,

title = {A Constrained-Based Approach to Machine Learning},

author = {Alessandro Betti and Marco Gori and Giuseppe Marra},

editor = {Gabriella Sanniti Baja and Luigi Gallo and Kokou Y\'{e}tongnon and Albert Dipanda and Modesto Castrill\'{o}n Santana and Richard Chbeir},

url = {https://doi.org/10.1109/SITIS.2018.00118},

doi = {10.1109/SITIS.2018.00118},

year  = {2018},

date = {2018-01-01},

booktitle = {14th International Conference on Signal-Image Technology \& Internet-Based 

 Systems, SITIS 2018, Las Palmas de Gran Canaria, Spain, November 

 26-29, 2018},

pages = {737\textendash746},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}