Peng Tan @ LAMDA, NJU-AI
|
|
|
Biography
Currently I am a Ph.D. student of School of Artificial Intelligence in Nanjing University under the supervision of professor Zhi-Hua Zhou.
I got my B.Sc. degree in School of Information Science and Technology in June 2019 from University of Science and Technology of China. In the same year, I was admitted to pursue for a Ph.D. degree in Nanjing University without entrance examination.
Research Interests
My research interests mainly include Machine Learning and Data Mining.
More specifically, I mainly work on Learnware paradigm.
Publications
- Tree-based Assembly for Learnwares from Heterogeneous Feature Spaces. [in Chinese].
Peng Tan, Zhi-Hua Zhou.
Journal of Computer Research and Development, to appear
(Best Student Paper Award of the 20th China Conference on Machine Learning (CCML), 2025)
- Learnware of Language Models: Specialized Small Language Models Can Do Big. [arXiv]
Zhi-Hao Tan*, Zi-Chen Zhao*, Hao-Yu Shi*, Xin-Yu Zhang, Peng Tan, Yang Yu, Zhi-Hua Zhou.
In: arXiv preprint arXiv:2505.13425, 2025.
-
Handling Learnwares from Heterogeneous Feature Spaces with Explicit Label Exploitation. [PDF]
Peng Tan, Hai-Tian Liu, Zhi-Hao Tan, Zhi-Hua Zhou.
In: Advances in Neural Information Processing Systems 37 (NeurIPS'24), Vancouver, Canada, 2024. (to appear) -
Beimingwu: A Learnware Dock System. [PDF]
Zhi-Hao Tan*, Jian-Dong Liu*, Xiao-Dong Bi, Peng Tan, Qin-Cheng Zheng, Hai-Tian Liu, Yi Xie, Xiao-Chuan Zou, Yang Yu and Zhi-Hua Zhou. (* indicates equal contribution)
In: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'24), Barcelona, Spain, 2024. Page: 5773-5782. -
Towards Enabling Learnware to Handle Heterogeneous Feature Spaces. [PDF]
Peng Tan, Zhi-Hao Tan, Yuan Jiang and Zhi-Hua Zhou.
Machine Learning, 113(4): 1839–1860, 2024.
-
Handling Learnwares Developed from Heterogeneous Feature Spaces without Auxiliary Data. [PDF]
Peng Tan, Zhi-Hao Tan, Yuan Jiang and Zhi-Hua Zhou.
In: Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI'23), Macao, China, 2023. Page: 4235-4243.
- Multi-label Optimal Margin Distribution Machine. [PDF]
Zhi-Hao Tan, Peng Tan, Yuan Jiang and Zhi-Hua Zhou.
Machine Learning, 109(3): 623-642, 2020.
Patents
- 一种针对异构特征空间学件的查搜与复用方法. CN116629374B [Authorized]
Projects
- Beimingwu: A learnware dock system. [System homepage] [KDD2024 Video (2min), Brief System Introduction] [Gitlink, Github]
Academic Service
- Reviewer of NeurIPS (2022-2025), ICML (2023-2025), ICLR (2024-2025), AAAI (2023,2025), IJCAI (2021), ECAI (2023), PAKDD (2021)
Teaching Assistant
Introduction to Machine Learning Theory. (with Prof. Wei Wang; for graduate students; spring, 2024)
Introduction to Machine Learning Theory. (with Prof. Wei Wang; for graduate students; spring, 2023)
- Introduction to Machine Learning Theory. (with Assoc. Prof. Wei Wang; for graduate students; spring, 2021)
- Introduction to Machine Learning. (with Prof. Zhi-Hua Zhou, Prof. De-Chuan De, Dr. Han-Jia Ye; for undergraduate students; spring, 2020)
Awards & Honors
-
Outstanding PhD candidate Program of Nanjing University, 2024.
-
Yingcai Scholarship of Nanjing University, First Prize, 2023
-
Huawei Outstanding Student Award, Second Prize, 2023.
-
Excellent Graduate Student of Nanjing University, 2023
-
China post-graduate mathematical contest in modeling, First Prize ("Star of mathematical modeling" nomination), 2019.
-
Nanjing Artificial Intelligence Industry Talent Development Scholarship, 2019
-
Nanjing University Doctoral Freshman Presidential Scholarship, 2019
-
Excellent Graduate of University of Science and Technology of China, Hefei, 2019.
-
Special scholarship for Electronics, CAS, 2017.
Correspondence
-
Email:
tanp{at}lamda.nju.edu.cn -
Office:
Room 912, Computer Science Building, Xianlin Campus of Nanjing University. -
Address:
National Key Laboratory for Novel Software Technology, Nanjing University, Xianlin Campus Mailbox 603, 163 Xianlin Avenue, Qixia District, Nanjing 210023, China.
