3 papers
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.LG2026
Reducing Biases in Record Matching Through Scores Calibration
Mohammad Hossein Moslemi, Mostafa Milani
Record matching models typically output a real-valued matching score that is later consumed through thresholding, ranking, or human review. While fairness in record matching has mo…
cs.DB2025
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…