Qizhen Ying

Qizhen Ying

DPhil(PhD) student in Engineering Science, University of Oxford

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Missing Data Imputation by Reducing Mutual Information with Rectified Flows

Published in arXiv preprint, 2025

This paper introduces a novel iterative method for missing data imputation that sequentially reduces the mutual information between data and their corresponding missing mask.

Recommended citation: Yu, Jiahao, Qizhen Ying, Leyang Wang, Ziyue Jiang, and Song Liu. "Missing Data Imputation by Reducing Mutual Information with Rectified Flows." arXiv preprint arXiv:2505.11749 (2025).
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High-Dimensional Differential Parameter Inference in Exponential Family using Time Score Matching

Published in The 28th International Conference on Artificial Intelligence and Statistics (AISTATS 2025), 2025

This paper addresses differential inference in time-varying parametric probabilistic models and proposes to directly learn the time derivative of parameters via time score matching.

Recommended citation: Williams, Daniel J., Leyang Wang, Qizhen Ying, Song Liu, and Mladen Kolar. "High-Dimensional Differential Parameter Inference in Exponential Family using Time Score Matching." In The 28th International Conference on Artificial Intelligence and Statistics (AISTATS 2025).
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