Multiple Imputation via Generative Adversarial Network for High-dimensional Blockwise Missing Value Problems. - Zongyu Dai; Zhiqi Bu; Qi Long (ICMLA, 2021)

Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete Data. - Zongyu Dai; Zhiqi Bu; Qi Long (ACML, 2022)

MISNN: Multiple Imputation via Semi-parametric Neural Networks. - Zhiqi Bu; Zongyu Dai; Yiliang Zhang; Qi Long (PAKDD (1), 2023)

On the Convergence and Calibration of Deep Learning with Differential Privacy. - Zhiqi Bu; Hua Wang; Zongyu Dai; Qi Long (Trans. Mach. Learn. Res., 2023)

Integrative learning of structured high-dimensional data from multiple datasets. - Changgee Chang; Zongyu Dai; Jihwan Oh; Qi Long (Stat. Anal. Data Min., 2023)

SADI: Similarity-Aware Diffusion Model-Based Imputation for Incomplete Temporal EHR Data. - Zongyu Dai; Emily J. Getzen; Qi Long (AISTATS, 2024)