I am currently a research fellow at the National University of Singapore under Prof. Dong Jin Song. Before that, I received my Ph.D. degree from NUS in 2025 and my bachelor's degree at Fudan University in 2020.
My research focuses on the trustworthiness of large language models (LLMs), with a particular interest in:
- Data-Centric AI, including data attribution,
- Enhancing the safety and reliability of LLMs,
- Addressing data quality issues in machine learning.
I am open to discussions and collaborations. If you are interested in my research, feel free to reach out.
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[Google Scholar] |
[GitHub] |
[LinkedIn]
[Email]
RECENT NEWS 🧅
- 11/2024. I will be joining NUS as a Research Fellow!
- 05/2024. I become an MLE intern at ByteDance!
- 01/2024. I become a research intern at Lenovo working on AI Agent!
- 11/2023. I was honored to receive the Dean’s Graduate Award from NUS. Thanks Prof. Dong for the nomination and support!
- 07/2023. Our paper DeepDebugger: An Interactive Time-Travelling Debugging Approach for Deep Classifiers has been accepted to ESEC/FSE 2023!
- 05/2023. Our paper Thompson Sampling with Less Exploration is Fast and Optimal has been accepted to ICML 2023!
- 09/2022. Our paper Debugging and Explaining Metric Learning Approaches: An Influence Function Based Perspective has been accepted to NeurIPS 2022!
- 04/2022. Our paper Temporality Spatialization: A Scalable and Faithful Time-Travelling Visualization for Deep Classifier Training has been accepted to IJCAI 2022!
- 03/2022. Our paper Inferring Phishing Intention via Webpage Appearance and Dynamics: A Deep Vision Based Approach has been accepted to USENIX 2022!
- 02/2022. Our paper DeepVisualInsight: Time-Travelling Visualization for Spatio-Temporal Causality of Deep Classification Training has been accepted to AAAI22 with oral presentation (4%)!
PUBLICATIONS
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Xianglin Yang, Gelei Deng, Jieming Shi, Tianwei Zhang, Jin Song Dong.
Enhancing Model Defense Against Jailbreaks with Proactive Safety Reasoning.
Preprint, 2025..
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Xianglin Yang, Jin Song Dong.
Exploring the Evolution of Hidden Activations with Live-Update Visualization.
Preprint, 2024.
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Xianglin Yang, Yun Lin, Yifan Zhang, Linpeng Huang, Jin Song Dong, Hong Mei.
DeepDebugger: An Interactive Time-Travelling Debugging Approach for Deep Classifiers.
ESEC/FSE 2023 .
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Tianyuan Jin, Xianglin Yang, Xiaokui Xiao, Pan Xu.
Thompson Sampling with Less Exploration is Fast and Optimal.
ICML 2023 .
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Ruofan Liu, Yun Lin, Xianglin Yang, Jin Song Dong.
Debugging and Explaining Metric Learning Approaches: An Influence Function Based Perspective.
NeurIPS 2022 .
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Xianglin Yang, Yun Lin, Ruofan Liu, Jin Song Dong.
Temporality Spatialization: A Scalable and Faithful Time-Travelling Visualization for Deep Classifier Training.
IJCAI 2022 .
[code]
[website]
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Ruofan Liu, Yun Lin, Xianglin Yang, Siang Hwee Ng, Dinil Mon Divakaran, Jin Song Dong.
Inferring Phishing Intention via Webpage Appearance and Dynamics: A Deep Vision Based Approach.
USENIX Security 2022 .
[code]
[website]
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Xianglin Yang#, Yun Lin#, Ruofan Liu, Zhenfeng He, Chao Wang, Jin Song Dong, and Hong Mei.
DeepVisualInsight: Time-Travelling Visualization for Spatio-Temporal Causality of Deep Classification Training.
AAAI 2022. [oral presentation, 4.5%].
[paper]
[video]
[code]
[website]
WORKING EXPERIENCE
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(Jun 2024 - Aug 2024) MLE Intern @ ByteDance, Shanghai, China
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(Jan 2024 - May 2024) Research Intern @ Lenovo, Beijing, China
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(Jul 2019 - Oct 2020) Research Assistent @ National University of Singapore, Singapore
EDUCATION
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(Aug 2020 - Feb 2025) Ph.D. @ NUS, School of Computing
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(Sep 2016 - Jul 2020) B.S. @ Fudan University, School of Computer Science and Technology
Review Service
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ICLR 25, ICML 25, IJCAI 25
AWARDS
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Dean's Graduate Research Excellence Award
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First prize in Research Prototype Competition in ChinaSoft with "Deep Classifier Oriented Interactive Debugger". video
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NUS SOC Research Achievement Award in Sem 2 AY2021/2022
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2nd Prize - Scholarship of Fudan University for Outstanding Students (15%) 2019-2020
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2nd Prize - Scholarship of Fudan University for Outstanding Students (15%) 2017-2018
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3rd Prize - Scholarship of Fudan University for Outstanding Students (30%) in 2017-2018
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1st Prize - The Preliminary Test of The 29th Chinese Chemistry Olympiad (Fujian) in 2015
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Rank 1 - 2013 National Chemistry Quality and Experiment Ability Competition for Junior Middle School Students (Xiamen)
CONTACT
Computing 2,
15 Computing Drive,
National University of Singapore,
Singapore, 117418