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cs.DB2026
Structure Selection for Fairness-Constrained Differentially Private Data Synthesis
Naeim Ghahramanpour, Mostafa Milani
Differential privacy (DP) enables safe data release, with synthetic data generation emerging as a common approach in recent years. Yet standard synthesizers preserve all dependenci…
cs.DB2025★ 1 cited
Beyond Accuracy: An Empirical Study of Uncertainty Estimation in Imputation
Zarin Tahia Hossain, Mostafa Milani
Handling missing data is a central challenge in data-driven analysis. Modern imputation methods not only aim for accurate reconstruction but also differ in how they represent and q…