Mihaela Stoian
Biography
Selected Publications
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A Survey on Deep Learning Approaches for Tabular Data Generation: Utility‚ Alignment‚ Fidelity‚ Privacy‚ Diversity‚ and Beyond
Mihaela Catalina Stoian‚ Eleonora Giunchiglia and Thomas Lukasiewicz
In Transactions on Machine Learning Research. 2026.
In press.
Details about A Survey on Deep Learning Approaches for Tabular Data Generation: Utility‚ Alignment‚ Fidelity‚ Privacy‚ Diversity‚ and Beyond | BibTeX data for A Survey on Deep Learning Approaches for Tabular Data Generation: Utility‚ Alignment‚ Fidelity‚ Privacy‚ Diversity‚ and Beyond
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Beyond the convexity assumption: Realistic tabular data generation under quantifier−free real linear constraints
Mihaela Cătălina Stoian and Eleonora Giunchiglia
In Proceedings of the 13th International Conference on Learning Representations‚ ICLR 2025‚ Singapore‚ 24–28 April 2025. 2025.
Details about Beyond the convexity assumption: Realistic tabular data generation under quantifier−free real linear constraints | BibTeX data for Beyond the convexity assumption: Realistic tabular data generation under quantifier−free real linear constraints | Link to Beyond the convexity assumption: Realistic tabular data generation under quantifier−free real linear constraints
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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