Yuntao Du (杜云滔)

Data Privacy & Trustworthy Machine Learning

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I am a PhD student in computer science at Purdue University, advised by Prof. Ninghui Li. My research interests lie in Data Privacy and Privacy in Machine Learning. I am also broadly interested in analyzing emerging privacy risks arising from recent advances in AI. Here is my CV.

My research has been recognized and supported by the Ross Fellowship (2023-2027), Presidential Doctoral Excellence Awards (2023-2027), and Herbold Scholarship (2023-2024).

News

Jun 2, 2025 We present a new privacy threat to online pseudonymity with Language Model Agents.

Selected Publications

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    Cascading and Proxy Membership Inference Attacks
    Yuntao Du, Jiacheng Li, Yuetian Chen, Kaiyuan Zhang, Zhizhen Yuan, Hanshen Xiao, Bruno Ribeiro, and Ninghui Li
    arXiv preprint, 2025
  2. AutoProfiler.png
    Automated Profile Inference with Language Model Agents
    Yuntao Du, Zitao Li, Bolin Ding, Yaliang Li, Hanshen Xiao, Jingren Zhou, and Ninghui Li
    arXiv preprint, 2025
    arXiv Code
  3. SynMeter.png
    Systematic Assessment of Tabular Data Synthesis Algorithms
    Yuntao Du, and Ninghui Li
    arXiv preprint, 2025
    arXiv Code

Selected Honors & Awards

• Ross Fellowship, Purdue University, 2023
• Herbold Scholarship, Purdue University, 2023
• Presidential Doctoral Excellence Awards, Purdue University, 2023
• Excellent Masters Dissertation, Chinese Institute of Electronic, 2023
• National Scholarship, China, 2022-2023

Professional Services

Conference Reviewer
• International Conference on Learning Representations (ICLR): 2025.
• International Conference on Artificial Intelligence and Statistics (AISTATS): 2025.
• International Joint Conference on Neural Networks (IJCNN): 2025.
• The AAAI Conference on Artificial Intelligence (AAAI): 2023 - 2025.
• Table Representation Learning Workshop (TRL): 2024 - 2025.
• ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR): 2023 - 2025.
• ACM International Conference on Information and Knowledge Management (CIKM): 2024 - 2025.
• International ACM SIGIR Conference on Information Retrieval in the Asia Pacific (SIGIR-AP): 2023 - 2025.
Journal Reviewer
• ACM Transactions on Privacy and Security (TOPS)
• IEEE Transactions on Knowledge and Data Engineering (TKDE)
• ACM Transactions on Recommender Systems (TORS)
Subreviewer
• ACM Conference on Data and Application Security and Privacy (CODASPY): 2024
• International Conference on Neural Information Processing (ICONIP): 2023.