Ying-Peng Tang
College of Computing and Data Science
Nanyang Technological University
yingpeng.tang@ntu.edu.sg
I am a research fellow in the TrustFUL lab (hosted by Prof. Han Yu), College of Computing and Data Science (CCDS), Nanyang Technological University (NTU), Singapore. I received my B.Sc., Master and Ph.D. degrees in computer science and technology from Nanjing University of Aeronautics and Astronautics in 2017, 2020 and 2024 respectively, under the supervision of Prof. Sheng-Jun Huang. I was a member of PARNEC Group from 2017 to 2024. My research interests include machine learning and data mining. Specifically I am working on active learning.
Recent Project
ALiPy github stars: 800+
ALiPy: Active Learning in Python is an active learning python toolbox.
code of DUAL method
Code of IJCAI'21 Dual Active Learning for Both Model and Data Selection.
code of SPAL method
Code of AAAI'19 Self-Paced Active Learning: Query the Right Thing at the Right Time.
code of QBOX method
Code of TNNLS - QBox: Partial Transfer Learning with Active Querying for Object Detection.
Publications & Patterns
(TPAMI-25, preprint) Active Learning for Multiple Target Models. |
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(ICML'25) Efficient Heterogeneity-Aware Federated Active Data Selection. |
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(ICLR'24) One-shot Active Learning Based on Lewis Weight Sampling for Multiple Deep Models. |
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(TGRS-23) MUS-CDB: Mixed Uncertainty Sampling with Class Distribution Balancing for Active Annotation in Aerial Object Detection. |
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(NeurIPS'22) Active Learning for Multiple Target Models. |
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(TNNLS-21) QBox: Partial Transfer Learning with Active Querying for Object Detection. |
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(IJCAI'21) Dual Active Learning for Both Model and Data Selection. |
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(AAAI'19) Self-paced active learning: query the right
thing at the right time. |
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(ArXiv) ALiPy: Active Learning in Python. |
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(Patent) 一种基于微博的新闻事件影响力预测方法. Sheng-Jun Huang, Ying-Peng Tang. (申请号:2018108395214 公布号:CN108876058A, 已授权) |
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(Patent) 一种跨域图像示例级主动标注方法. Ying-Peng Tang, Sheng-Jun Huang. (专利号:202110619202.4) |
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(Patent) 一种分布式异步主动标注方法. Sheng-Jun Huang, Chen-Chen Zong, Kun-Peng Ning, Ying-Peng Tang. (专利号:202110801168.2) |
Awards
2019.9
National Scholarship for Master Student
2020.4
Excellent Master thesis and Excellent graduate student in NUAA
2021.8
The 7th China International College Students' "Internet+" Innovation and Entrepreneurship Competition Silver Award (as team leader)
2021.9
Advanced individual in scientific research and social activities in NUAA
2021.11
Excellent Master thesis in Jiangsu Province and Jiangsu Computer Society
2021.12
Special Scholarship for Postgraduate students: Hui-Zhuan Science and Technology Scholarship
2021.12
NUAA "Stars" Innovation Nomination Award
2022.3
"International Salon of Inventions of Geneva" Gold Award
2022.4
Merit Student in Jiangsu Province
2022.10
National Scholarship for Ph.D Candidate
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