Chenyu Zheng (郑晨宇)Ph.D. Student
Gaoling School of Artificial Intelligence |
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About me
I am a first-year Ph.D. student at the Gaoling School of Artificial Intelligence, Renmin University of China, advised by Prof. Chongxuan Li fortunately. Before that, I received my B.E. degree from the School of Computer Science, Wuhan University in 2023.
The long-term goal of my research is to build a trustworthy and efficient learning machine. To this end, my research focuses on understanding and improving modern learning algorithms. Currently, I am interested in deep learning theory (optimization and generalization) and its applications (e.g., deep generative models).
Selected Publications
[* indicates the equal contribution, # indicates the corresponding author]Machine Learning (2022~)
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Toward Understanding Generative Data Augmentation
Chenyu Zheng, Guoqiang Wu, Chongxuan Li
Advances in Neural Information Processing Systems (NeurIPS), 2023
[Paper] [Code] [Slides] [Blog] [Poster] -
Revisiting Discriminative vs. Generative Classifiers: Theory and Implications
Chenyu Zheng, Guoqiang Wu, Fan Bao, Yue Cao, Chongxuan Li, Jun Zhu
International Conference on Machine Learning (ICML), 2023
[Paper] [Code] [Slides] [Blog] [Poster]
Remote Sensing (2021~2022)
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Domain Adaptive Land-Cover Classification via Local Consistency and Global Diversity
Ailong Ma, Chenyu Zheng#, Junjue Wang, Yanfei Zhong
IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023
[Paper] [Code]
Experience
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Research Intern, Ant Group, Beijing, China (2023.10 - Present) Mentor: Dr. Xiaolu Zhang
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Research Intern, RSIDEA Group, LIESMARS, Wuhan, China (2021.01 - 2022.08) Advisors: Ph.D. candidate Junjue Wang and Prof. Ailong Ma