I'm Lingze, a Ph.D candidate in the School of Computing, National University of Singapore (NUS).
Advised by Prof. Ooi Beng Chin, I mainly work on:
- Deep learning for data-driven applications.
- Unified Analytics over structured and relatioinal data.
- AIxDB systems; In-database analytics.
[VLDB 2026]
NeurIDA: Dynamic Modeling for Effective In-Database Analytics [pdf]
Lingze Zeng, Shaofeng Cai, Naili Xing, Jiaqi Zhu, Gang Chen, Peng Lu, Jian Pei, Beng Chin Ooi.
[ICML 2026]
pTNAS: Progressive Neural Architecture Search for Tabular Data [pdf]
Naili Xing, Shaofeng Cai, Lingze Zeng, Jiaqi Zhu, Peng Lu, Jian Pei, Beng Chin Ooi.
[SIGMOD 2026]
NRBench:A Benchmark Suite for Learned Database Components with Drift Modeling [pdf]
Zhanhao Zhao, Haotian Gao, Naili Xing, Lingze Zeng, Meihui Zhang, Gang Chen, Manuel Rigger, Beng Chin Ooi.
[ArXiv 2025]
From Schema to Signal: Retrieval-Augmented Modeling for Relational Data Analytics [pdf]
Lingze Zeng, Shaofeng Cai, Changshuo Liu, Zhongle Xie, Yuncheng Wu, Beng Chin Ooi
[ICML 2025]
NeuralCohort: Cohort-aware Neural Representation Learning for Healthcare Analytics. [pdf]
Changshuo Liu, Lingze Zeng, Kaiping Zheng, Shaofeng Cai, Beng Chin Ooi, James Wei Luen Yip.
[VLDB 2025]
Powering In-database Dynamic Model Slicing for Structured Data Analytics [pdf]
Lingze Zeng, Naili Xing, Shaofeng Cai, Gang Chen, Beng Chin Ooi, Jian Pei, Yuncheng Wu.
[Science China 2024]
NeurDB: an AI-powered autonomous data system [pdf]
B.C.Ooi, S.Cai, G.Chen, K.L.Tan, Y.Wu, X.Xiao, N.Xing, C.Yue, Lingze Zeng, M.Zhang, Z.Zhao.
[ICCV 2023]
Multi-label classification with long-tailed distribution and partial labels [pdf]
Wenqiao Zhang, Changshuo Liu, Lingze Zeng, Beng Chin Ooi, Siliang Tang, Yuncheng Wu.
[DASFAA 2022]
A two-phase approach for recognizing tables with complex structures [link]
Huichao Li, Lingze Zeng, Weiyu Zhang, Jianing Zhang, Ju Fan, Meihui Zhang.
[APWeb 2022]
Synbert: Chinese synonym discovery on privacy-constrain medical terms with pre-trained bert [link]
Lingze Zeng, Chang Yao, Meihui Zhang, Zhongle Xie.
National University of Singapore (NUS) 2023 - Present
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Ph.D. in Computer Science
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School of Computing
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Advisor: Prof. Ooi Beng Chin
Beijing Institute of Technology (BIT) 2016 - 2020
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BSc in Software Engineering
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School of Computer Science and Technology
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Advisor: Prof. Zhang Meihui
National University of Singapore (NUS) 2022 - 2023
- Research Assistant
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Topics: Data Engine for Cohort Analysis; Relational Data Analytics
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Cohort OLAP system (COOL) [pdf] [website]
Institute of Computing Innovation, Zhejiang University (ZJU) 2020 - 2021
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Research Assistant
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Topics: Named Entity Recognition; Medical Synonym Discovery
- CHIP 2021 Competition Task 1.
Rank 1st Solution.
[code]
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NLP open-source tool ark-nlp ;
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Mentor: Dr. Xie Zhongle