3 papers
cs.LG2026
Fair Dataset Distillation via Cross-Group Barycenter Alignment
Mohammad Hossein Moslemi, Nima Hosseini Dashtbayaz, Zhimin Mei +2
Dataset Distillation aims to compress a large dataset into a small synthetic one while maintaining predictive performance. We show that as different demographic groups exhibit dist…
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.DB2026
Heterogeneity in Entity Matching: A Survey and Experimental Analysis
Mohammad Hossein Moslemi, Amir Mousavi, Behshid Behkamal +1
Entity matching (EM) is a fundamental task in data integration and analytics, essential for identifying records that refer to the same real-world entity across diverse sources. In…