Mihaela Stoian : Publications
Journal papers
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[1]
CCN+: A Neuro−symbolic Framework for Deep Learning with Requirements
Eleonora Giunchiglia‚ Alex Tatomir‚ Mihaela Catalina Stoian and Thomas Lukasiewicz
In International Journal of Approximate Reasoning. 2024.
In press.
Details about CCN+: A Neuro−symbolic Framework for Deep Learning with Requirements | BibTeX data for CCN+: A Neuro−symbolic Framework for Deep Learning with Requirements | Link to CCN+: A Neuro−symbolic Framework for Deep Learning with Requirements
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[2]
ROAD−R: The Autonomous Driving Dataset with Logical Requirements
Eleonora Giunchiglia‚ Mihaela Catalina Stoian‚ Salman Khan‚ Fabio Cuzzolin and Thomas Lukasiewicz
In Machine Learning. May, 2023.
Details about ROAD−R: The Autonomous Driving Dataset with Logical Requirements | BibTeX data for ROAD−R: The Autonomous Driving Dataset with Logical Requirements | Link to ROAD−R: The Autonomous Driving Dataset with Logical Requirements
Conference papers
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[1]
PiShield: A NeSy Framework for Learning with Requirements
Mihaela Cătălina Stoian‚ Alex Tatomir‚ Eleonora Giunchiglia and Thomas Lukasiewicz
In Proceedings of the 33rd International Joint Conference on Artificial Intelligence‚ IJCAI 2024‚ Demos‚ Jeju Island‚ South Korea‚ August 3–9‚ 2024. ijcai.org. August, 2024.
Details about PiShield: A NeSy Framework for Learning with Requirements | BibTeX data for PiShield: A NeSy Framework for Learning with Requirements
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[2]
How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data
Mihaela Catalina Stoian‚ Salijona Dyrmishi‚ Maxime Cordy‚ Thomas Lukasiewicz and Eleonora Giunchiglia
In Proceedings of the 12th International Conference on Learning Representations‚ ICLR 2024‚ Vienna‚ Austria‚ 7–11 May 2024. May, 2024.
Details about How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data | BibTeX data for How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data
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[3]
Exploiting T−norms for Deep Learning in Autonomous Driving
Mihaela Catalina Stoian‚ Eleonora Giunchiglia and Thomas Lukasiewicz
In Artur S. d'Avila Garcez‚ Tarek R. Besold‚ Marco Gori and Ernesto Jiménez−Ruiz, editors, Proceedings of the 17th International Workshop on Neural−Symbolic Learning and Reasoning‚ NeSy 2023‚ La Certosa di Pontignano‚ Siena‚ Italy‚ 3–5 July 2023. Pages 369–380. July, 2023.
Details about Exploiting T−norms for Deep Learning in Autonomous Driving | BibTeX data for Exploiting T−norms for Deep Learning in Autonomous Driving
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[4]
Deep Learning with Logical Constraints
Eleonora Giunchiglia‚ Mihaela Catalina Stoian and Thomas Lukasiewicz
In Luc De Raedt, editor, 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. Pages 5478–5485. IJCAI/AAAI Press. July, 2022.
Details about Deep Learning with Logical Constraints | BibTeX data for Deep Learning with Logical Constraints | Link to Deep Learning with Logical Constraints