Peihan Liu

Privately Fine-Tuned LLMs Preserve Temporal Dynamics in Tabular Data

Research on differentially private synthetic tabular data has largely focused on independent and identically distributed rows where each record corresponds to a unique individual. This perspective neglects the temporal complexity in longitudinal datasets, such as electronic health records, where a u…