Diffusion Transformers for Imputation: Statistical Efficiency and Uncertainty Quantification

Zeqi Ye, Minshuo Chen

Imputation methods play a critical role in enhancing the quality of practical time-series data, which often suffer from pervasive missing values. Recently, diffusion-based generati…