Supervisor
Professor
Zhi-Hua Zhou.
Biography
Research Interest
My research interests include Machine Learning and Data Mining. Most recently, I am interested in Online Learning and Games.
Publication
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A Simple and Optimal Approach for Universal Online Learning with Gradient Variations. [PDF, bibtex]
Yu-Hu Yan, Peng Zhao, and Zhi-Hua Zhou.
In: Advances in Neural Information Processing Systems 37 (NeurIPS 2024), Vancouver, Canada, 2024. Page: to appear.
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Handling Heterogeneous Curvatures in Bandit LQR Control. [PDF, bibtex] (Spotlight)
Yu-Hu Yan, Jing Wang, and Peng Zhao.
In: Proceedings of the 41st International Conference on Machine Learning (ICML 2024), Vienna, Austria, 2024. Page: 55839-55858.
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Universal Online Learning with Gradient Variations: A Multi-layer Online Ensemble Approach. [PDF, arXiv, bibtex] (Spotlight)
Yu-Hu Yan, Peng Zhao, and Zhi-Hua Zhou.
In: Advances in Neural Information Processing Systems 36 (NeurIPS 2023), Louisiana, USA, 2023. Page: 37682--37715.
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Online Non-stochastic Control with Partial Feedback. [PDF, bibtex]
Yu-Hu Yan, Peng Zhao, and Zhi-Hua Zhou.
Journal of Machine Learning Research (JMLR), 24(273):1−50, 2023
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Non-stationary Online Learning with Memory and Non-stochastic Control. [PDF, arXiv, bibtex]
Peng Zhao, Yu-Hu Yan, Yu-Xiang Wang, and Zhi-Hua Zhou.
Journal of Machine Learning Research (JMLR), 24(206):1−70, 2023
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Fast Rates in Time-Varying Strongly Monotone Games. [PDF, bibtex]
Yu-Hu Yan, Peng Zhao, and Zhi-Hua Zhou.
In: Proceedings of the 40th International Conference on Machine Learning (ICML 2023), Hawaii, USA, 2023. Page: 39138-39164.
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Towards Enabling Learnware to Handle Unseen Jobs. [PDF, code, bibtex]
Yu-Jie Zhang, Yu-Hu Yan, Peng Zhao, and Zhi-Hua Zhou.
s
In: Proceedings of the 35th AAAI Conference on Artificial Intelligence (AAAI 2021), online, 2021. Page: 10964-10972.
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Storage Fit Learning with Feature Evolvable Streams. [PDF, code, bibtex]
Bo-Jian Hou, Yu-Hu Yan, Peng Zhao, and Zhi-Hua Zhou.
In: Proceedings of the 35th AAAI Conference on Artificial Intelligence (AAAI 2021), online, 2021. Page: 7729-7736.
Academic Service
- Reviewer of conferences: ICML (2022, 2023, 2024), NeurIPS (2022, 2023, 2024), ICLR (2024), AAAI (2024), UAI (2022, 2023, 2024), AISTATS (2023, 2024)
- Reviewer of journals: TPAMI, MLJ, TMLR
Awards & Honors
- 华为奖学金. 2023
- 南京大学优秀研究生. 2023
- 江苏银行奖学金. 2021
- 南京大学学业奖学金一等奖. 2021
- 南京大学优秀研究生. 2021
- 南京大学优秀毕业生. 2020
- 江苏金融租赁奖学金. 2019
- 国家奖学金. 2018
- 人民奖学金二等奖. 2017
- 南京大学优秀学生. 2017
Correspondence
Mail:
National Key Laboratory for Novel Software Technology, Nanjing University, Xianlin Campus Mailbox 603, 163 Xianlin Avenue, Qixia District, Nanjing 210023, China
(In Chinese:) 南京市栖霞区仙林大道163号,南京大学仙林校区603信箱,软件新技术国家重点实验室,210023。