Stoian, Mihaela C

5 publications

TMLR 2026 A Survey on Deep Learning Approaches for Tabular Data Generation: Utility, Alignment, Fidelity, Privacy, Diversity, and Beyond Mihaela C. Stoian, Eleonora Giunchiglia, Thomas Lukasiewicz

ICLR 2025 Beyond the Convexity Assumption: Realistic Tabular Data Generation Under Quantifier-Free Real Linear Constraints Mihaela C. Stoian, Eleonora Giunchiglia

IJCAI 2024 Deep Learning with Requirements in the Real World Mihaela C. Stoian

ICLR 2024 How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data Mihaela C Stoian, Salijona Dyrmishi, Maxime Cordy, Thomas Lukasiewicz, Eleonora Giunchiglia

IJCAI 2024 PiShield: A PyTorch Package for Learning with Requirements Mihaela C. Stoian, Alex Tatomir, Thomas Lukasiewicz, Eleonora Giunchiglia