Photo of Zheng Zhao

Zheng Zhao

Assistant Professor

I am a (tenure-track) assistant professor in computational statistics and machine learning, leading a research team contributing to new model and methodologies for statistical machine learning.

Presentation

Our research team focuses on developing computationally and statistically efficient models and methods for statistics and machine learning. We are also passionate to apply our established results for solving a variety of applications, such as signal and image processing. Currently, our team's main focus is diffusion models, in particular, the generative ones.

For details of our team, please see my website.

Publications

2025

Ziwei Luo, Fredrik Gustafsson, Zheng Zhao, Jens Sjolund, Thomas Schon (2025) Taming diffusion models for image restoration: a review Philosophical Transactions. Series A: Mathematical, physical, and engineering science, Vol. 383, Article 20240358 (Article, review/survey) Continue to DOI
Zheng Zhao, Ziwei Luo, Jens Sjolund, Thomas Schon (2025) Conditional sampling within generative diffusion models Philosophical Transactions. Series A: Mathematical, physical, and engineering science, Vol. 383, Article 20240329 (Article, review/survey) Continue to DOI
Ajinkya Gorad, Zheng Zhao, Jose M. Vallet Garcia, Ville Lehtola, Toni Hammarberg, Henrik Ramm-Schmidt, Saiful Islam, Sarang Thombre, Simo Sarkka (2025) Bearing estimation using foghorn sounds Applied Acoustics, Vol. 231, Article 110560 (Article in journal) Continue to DOI

About the division

Colleagues at STIMA

About the department