Mihaela Stoian : Publications

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@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",
}

@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",
}

@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{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",
}