2024
Climbing the Ladder of Interpretability with Counterfactual Concept Bottleneck Models Journal Article
In: CoRR, vol. abs/2402.01408, 2024.
From statistical relational to neurosymbolic artificial intelligence: A survey Journal Article
In: Artif. Intell., vol. 328, pp. 104062, 2024.
From Statistical Relational to Neuro-Symbolic Artificial Intelligence Proceedings Article
In: Wooldridge, Michael J.; Dy, Jennifer G.; Natarajan, Sriraam (Ed.): Thirty-Eighth AAAI Conference on Artificial Intelligence, AAAI 2024, Thirty-Sixth Conference on Innovative Applications of Artificial Intelligence, IAAI 2024, Fourteenth Symposium on Educational Advances in Artificial Intelligence, EAAI 2014, February 20-27, 2024, Vancouver, Canada, pp. 22678, AAAI Press, 2024.
2023
T-norms driven loss functions for machine learning Journal Article
In: Appl. Intell., vol. 53, no. 15, pp. 18775–18789, 2023.
Interpretable Neural-Symbolic Concept Reasoning Proceedings Article
In: Krause, Andreas; Brunskill, Emma; Cho, Kyunghyun; Engelhardt, Barbara; Sabato, Sivan; Scarlett, Jonathan (Ed.): International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA, pp. 1801–1825, PMLR, 2023.
Safe Reinforcement Learning via Probabilistic Logic Shields Proceedings Article
In: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI 2023, 19th-25th August 2023, Macao, SAR, China, pp. 5739–5749, ijcai.org, 2023.
Enhancing Embedding Representations of Biomedical Data using Logic Knowledge Proceedings Article
In: International Joint Conference on Neural Networks, IJCNN 2023, Gold Coast, Australia, June 18-23, 2023, pp. 1–8, IEEE, 2023.
Interpretable Neural-Symbolic Concept Reasoning Proceedings Article
In: Garcez, Artur S.; Besold, Tarek R.; Gori, Marco; Jiménez-Ruiz, Ernesto (Ed.): Proceedings of the 17th International Workshop on Neural-Symbolic Learning and Reasoning, La Certosa di Pontignano, Siena, Italy, July 3-5, 2023, pp. 422–423, CEUR-WS.org, 2023.
Safe Reinforcement Learning via Probabilistic Logic Shields Proceedings Article
In: Garcez, Artur S.; Besold, Tarek R.; Gori, Marco; Jiménez-Ruiz, Ernesto (Ed.): Proceedings of the 17th International Workshop on Neural-Symbolic Learning and Reasoning, La Certosa di Pontignano, Siena, Italy, July 3-5, 2023, pp. 428–429, CEUR-WS.org, 2023.
VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming Proceedings Article
In: Garcez, Artur S.; Besold, Tarek R.; Gori, Marco; Jiménez-Ruiz, Ernesto (Ed.): Proceedings of the 17th International Workshop on Neural-Symbolic Learning and Reasoning, La Certosa di Pontignano, Siena, Italy, July 3-5, 2023, pp. 434–435, CEUR-WS.org, 2023.
Neural probabilistic logic programming in discrete-continuous domains Proceedings Article
In: Evans, Robin J.; Shpitser, Ilya (Ed.): Uncertainty in Artificial Intelligence, UAI 2023, July 31 - 4 August 2023, Pittsburgh, PA, USA, pp. 529–538, PMLR, 2023.
Relational Concept-Based Models Miscellaneous
2023.
Transforming Subsea Optical Cables into a Giant Network of Environmental Sensors Proceedings Article
In: Optical Fiber Communications Conference and Exhibition, OFC 2023, San Diego, CA, USA, March 5-9, 2023, pp. 1–2, IEEE, 2023.
Safe Reinforcement Learning via Probabilistic Logic Shields Journal Article
In: CoRR, vol. abs/2303.03226, 2023.
Neural Probabilistic Logic Programming in Discrete-Continuous Domains Journal Article
In: CoRR, vol. abs/2303.04660, 2023.
Enhancing Embedding Representations of Biomedical Data using Logic Knowledge Journal Article
In: CoRR, vol. abs/2303.13566, 2023.
Interpretable Neural-Symbolic Concept Reasoning Journal Article
In: CoRR, vol. abs/2304.14068, 2023.
Relational Concept Based Models Journal Article
In: CoRR, vol. abs/2308.11991, 2023.
An Experimental Overview of Neural-Symbolic Systems Proceedings Article
In: Bellodi, Elena; Lisi, Francesca Alessandra; Zese, Riccardo (Ed.): Inductive Logic Programming - 32nd International Conference, ILP 2023, Bari, Italy, November 13-15, 2023, Proceedings, pp. 124–138, Springer, 2023.
2022
Deep Constraint-Based Propagation in Graph Neural Networks Journal Article
In: IEEE Trans. Pattern Anal. Mach. Intell., vol. 44, no. 2, pp. 727–739, 2022.
DeepStochLog: Neural Stochastic Logic Programming Proceedings Article
In: 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, pp. 10090–10100, AAAI Press, 2022.
VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming Proceedings Article
In: Koyejo, Sanmi; Mohamed, S.; Agarwal, A.; Belgrave, Danielle; Cho, K.; Oh, A. (Ed.): 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, 2022.
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off Proceedings Article
In: Koyejo, Sanmi; Mohamed, S.; Agarwal, A.; Belgrave, Danielle; Cho, K.; Oh, A. (Ed.): 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, 2022.
VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming Journal Article
In: CoRR, vol. abs/2202.04178, 2022.
Concept Embedding Models Journal Article
In: CoRR, vol. abs/2209.09056, 2022.
2021
Bridging symbolic and subsymbolic reasoning with minimax entropy models Journal Article
In: Intelligenza Artificiale, vol. 15, no. 2, pp. 71–90, 2021.
Online Learning of non-Markovian Reward Models Proceedings Article
In: Rocha, Ana Paula; Steels, Luc; Herik, H. Jaap (Ed.): Proceedings of the 13th International Conference on Agents and Artificial Intelligence, ICAART 2021, Volume 2, Online Streaming, February 4-6, 2021, pp. 74–86, SCITEPRESS, 2021.
Approximate Inference for Neural Probabilistic Logic Programming Proceedings Article
In: Bienvenu, Meghyn; Lakemeyer, Gerhard; Erdem, Esra (Ed.): Proceedings of the 18th International Conference on Principles of Knowledge Representation and Reasoning, KR 2021, Online event, November 3-12, 2021, pp. 475–486, 2021.
Neural markov logic networks Proceedings Article
In: Campos, Cassio P.; Maathuis, Marloes H.; Quaeghebeur, Erik (Ed.): Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, UAI 2021, Virtual Event, 27-30 July 2021, pp. 908–917, AUAI Press, 2021.
Neuro-Symbolic AI = Neural + Logical + Probabilistic AI Book Section
In: Hitzler, Pascal; Sarker, Md. Kamruzzaman (Ed.): Neuro-Symbolic Artificial Intelligence: The State of the Art, vol. 342, pp. 173–191, IOS Press, 2021.
A Constraint-Based Approach to Learning and Reasoning Book Section
In: Hitzler, Pascal; Sarker, Md. Kamruzzaman (Ed.): Neuro-Symbolic Artificial Intelligence: The State of the Art, vol. 342, pp. 192–213, IOS Press, 2021.
Learning Representations for Sub-Symbolic Reasoning Miscellaneous
2021.
From Statistical Relational to Neural Symbolic Artificial Intelligence: a Survey Miscellaneous
2021.
Learning Representations for Sub-Symbolic Reasoning Journal Article
In: CoRR, vol. abs/2106.00393, 2021.
DeepStochLog: Neural Stochastic Logic Programming Journal Article
In: CoRR, vol. abs/2106.12574, 2021.
From Statistical Relational to Neural Symbolic Artificial Intelligence: a Survey Journal Article
In: CoRR, vol. abs/2108.11451, 2021.
2020
Learning in Text Streams: Discovery and Disambiguation of Entity and Relation Instances Journal Article
In: IEEE Trans. Neural Networks Learn. Syst., vol. 31, no. 11, pp. 4475–4486, 2020.
Inference in relational neural machines Proceedings Article
In: Saffiotti, Alessandro; Serafini, Luciano; Lukowicz, Paul (Ed.): 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, CEUR-WS.org, 2020.
Relational Neural Machines Proceedings Article
In: Giacomo, Giuseppe De; Catalá, Alejandro; Dilkina, Bistra; Milano, Michela; Barro, Senén; Bugar'ın, Alberto; Lang, Jérôme (Ed.): 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), pp. 1340–1347, IOS Press, 2020.
A Lagrangian Approach to Information Propagation in Graph Neural Networks Proceedings Article
In: Giacomo, Giuseppe De; Catalá, Alejandro; Dilkina, Bistra; Milano, Michela; Barro, Senén; Bugar'ın, Alberto; Lang, Jérôme (Ed.): 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), pp. 1539–1546, IOS Press, 2020.
From Statistical Relational to Neuro-Symbolic Artificial Intelligence Proceedings Article
In: Bessiere, Christian (Ed.): Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, IJCAI 2020, pp. 4943–4950, ijcai.org, 2020.
Local Propagation in Constraint-based Neural Networks Proceedings Article
In: 2020 International Joint Conference on Neural Networks, IJCNN 2020, Glasgow, United Kingdom, July 19-24, 2020, pp. 1–8, IEEE, 2020.
In: IEEE Access, vol. 8, pp. 43057–43066, 2020.
Relational Neural Machines Journal Article
In: CoRR, vol. abs/2002.02193, 2020.
A Lagrangian Approach to Information Propagation in Graph Neural Networks Journal Article
In: CoRR, vol. abs/2002.07684, 2020.
Local Propagation in Constraint-based Neural Network Journal Article
In: CoRR, vol. abs/2002.07720, 2020.
From Statistical Relational to Neuro-Symbolic Artificial Intelligence Journal Article
In: CoRR, vol. abs/2003.08316, 2020.
Deep Lagrangian Constraint-based Propagation in Graph Neural Networks Journal Article
In: CoRR, vol. abs/2005.02392, 2020.
Online Learning of Non-Markovian Reward Models Journal Article
In: CoRR, vol. abs/2009.12600, 2020.
2019
Learning Activation Functions by Means of Kernel Based Neural Networks Proceedings Article
In: Alviano, Mario; Greco, Gianluigi; Scarcello, Francesco (Ed.): AI*IA 2019 - Advances in Artificial Intelligence - XVIIIth International Conference of the Italian Association for Artificial Intelligence, Rende, Italy, November 19-22, 2019, Proceedings, pp. 418–430, Springer, 2019.