@inproceedings{STGL-IJCAI-2024,
  title = "PiShield: A NeSy Framework for Learning with Requirements",
  author = "Mihaela Cătălina Stoian and Alex Tatomir and Eleonora Giunchiglia and Thomas Lukasiewicz",
  year = "2024",
  booktitle = "Proceedings of the 33rd International Joint Conference on Artificial Intelligence, IJCAI 2024, Demos, Jeju Island, South Korea, August 3--9, 2024",
  month = "August",
  publisher = "ijcai.org",
}
@article{GTSL-IJA-2024,
  title = "CCN+: A Neuro-symbolic Framework for Deep Learning with Requirements  ",
  author = "Eleonora Giunchiglia and Alex Tatomir and Mihaela Catalina Stoian and Thomas Lukasiewicz",
  year = "2024",
  journal = "International Journal of Approximate Reasoning",
  note = "In press.",
  url = "https://doi.org/10.1016/j.ijar.2024.109124",
}
@inproceedings{SDCLG-ICLR-2024,
  title = "How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data",
  author = "Mihaela Catalina Stoian and Salijona Dyrmishi and Maxime Cordy and Thomas Lukasiewicz and Eleonora Giunchiglia",
  year = "2024",
  booktitle = "Proceedings of the 12th International Conference on Learning Representations, ICLR 2024, Vienna, Austria, 7--11 May 2024",
  month = "May",
}
@inproceedings{10225000,
  title = "{To TTP or not to TTP?: Exploiting TTPs to Improve ML-based Malware Detection}",
  author = "Sharma, Yashovardhan and Giunchiglia, Eleonora and Birnbach, Simon and Martinovic, Ivan",
  year = "2023",
  booktitle = "2023 IEEE International Conference on Cyber Security and Resilience (CSR)",
  pages = "8-15",
  doi = "10.1109/CSR57506.2023.10225000",
}
@inproceedings{SGL-NeSy-2023,
  title = "Exploiting T-norms for Deep Learning in Autonomous Driving",
  author = "Mihaela Catalina Stoian and Eleonora Giunchiglia and Thomas Lukasiewicz",
  year = "2023",
  booktitle = "Proceedings of the 17th International Workshop on Neural-Symbolic Learning and Reasoning, NeSy 2023, La Certosa di Pontignano, Siena, Italy, 3--5 July 2023",
  editor = "Artur S. d'Avila Garcez and Tarek R. Besold and Marco Gori and Ernesto Jiménez-Ruiz",
  month = "July",
  pages = "369--380",
}
@article{GSKCL-ML-2022,
  title = "ROAD-R: The Autonomous Driving Dataset with Logical Requirements",
  author = "Eleonora Giunchiglia and Mihaela Catalina Stoian and Salman Khan and Fabio Cuzzolin and Thomas Lukasiewicz",
  year = "2023",
  journal = "Machine Learning",
  month = "May",
  url = "https://doi.org/10.1007/s10994-023-06322-z",
}
@inproceedings{GSL-IJCAI-2022,
  title = "Deep Learning with Logical Constraints",
  author = "Eleonora Giunchiglia and Mihaela Catalina Stoian and Thomas Lukasiewicz",
  year = "2022",
  booktitle = "Proceedings of the 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence‚ IJCAI−ECAI 2022‚ Survey Track, Vienna‚ Austria‚ July 23−29‚ 2022",
  editor = "Luc De Raedt",
  month = "July",
  pages = "5478--5485",
  publisher = "IJCAI/AAAI Press",
  url = "https://doi.org/10.24963/ijcai.2022/767",
}
@inproceedings{CIKM-NCGLKLY-2021,
  title = "Lightweight Visual Question Answering using Scene Graphs",
  author = "Vidyaranya Sai Nuthalapati and Ramraj	Chandradevan and Eleonora Giunchiglia and Bowen Li and Maxime Kayser and Thomas Lukasiewicz and Carl Yang",
  year = "2021",
  booktitle = "Proceedings of the 30th International Conference on Information and Knowledge Management, CIKM 2021, Gold Coast, Queensland, Australia, November 1--5, 2021",
  month = "November",
  publisher = "ACM Press",
  url = "https://doi.org/10.1145/3459637.3482218",
}
@article{JAIR-GL-2021,
  title = "Multi-Label Classification Neural Networks with Hard Logical Constraints",
  author = "Eleonora Giunchiglia and Thomas Lukasiewicz",
  year = "2021",
  journal = "Journal of Artificial Intelligence Research",
  month = "November",
  pages = "759--818",
  url = "https://doi.org/10.1613/jair.1.12850",
  volume = "72",
}
@inproceedings{NeurIPS-GL-2020,
  title = "Coherent Hierarchical Multi-Label Classification Networks",
  author = "Eleonora Giunchiglia and Thomas Lukasiewicz",
  year = "2020",
  booktitle = "Proceedings of the 34th Annual Conference on Neural Information Processing Systems‚ NeurIPS 2020‚ December 6--12‚ 2020",
  month = "December",
  url = "https://proceedings.neurips.cc/paper/2020/hash/6dd4e10e3296fa63738371ec0d5df818-Abstract.html",
}
@inproceedings{ICMLA-2020-91,
  title = "Knowledge Graph Extraction from Videos",
  author = "Louis Mahon and Eleonora Giunchiglia and Bowen Li and Thomas Lukasiewicz",
  year = "2020",
  booktitle = "Proceedings of the IEEE 2020 International Conference on Machine Learning and Applications, ICMLA 2020, Miami, Florida, December 14-17, 2020",
  month = "December",
  pages = "25--32",
  publisher = "IEEE",
  url = "https://doi.org/10.1109/ICMLA51294.2020.00014",
}
@techreport{DBLP:journals/corr/abs-1910-02065,
  title = "Can {I} Trust the Explainer? Verifying Post-hoc Explanatory Methods",
  author = "Oana{-}Maria Camburu and Eleonora Giunchiglia and Jakob Foerster and Thomas Lukasiewicz and Phil Blunsom",
  year = "2019",
  journal = "CoRR",
  url = "http://arxiv.org/abs/1910.02065",
  volume = "abs/1910.02065",
}