About
I am a fourth-year Ph.D. candidate in the Engineering Systems and Design pillar at Singapore University of Technology and Design, advised by Prof. Lingjie Duan. I am currently a visiting research student at The Hong Kong University of Science and Technology (Guangzhou).
My research sits at the theoretical foundations of human-centered AI and trustworthy learning. I use tools from game theory, mechanism design, differential privacy, and optimization to understand how people interact with AI systems. I also study machine unlearning and continual learning, with an emphasis on theoretical guarantees for privacy, fairness, and security.
I will be on the job market at the end of this year. Please feel free to reach out to discuss opportunities or shared research interests!
Recent News
I am visiting HKUST(GZ).
I presented our paper at MobiHoc 2025 in Houston, USA.
Publications
Published Papers
Theory of Continual Learning Against Data Poisoning Attacks
International Conference on Machine Learning (ICML), 2026
The Forgetting-Retention Dilemma: Certified Unlearning Theory in Continual Learning
International Conference on Machine Learning (ICML), 2026
Human-in-the-loop Learning Through Decentralized Communication Mechanisms
International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing (MobiHoc), 2025
Truthful Mechanisms for Linear Bandit Games with Private Contexts
International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2025
Passenger Congestion Alleviation in Large Hub Airport Ground-Access System Based on Queueing Theory
Transportmetrica B: Transport Dynamics, 2023
Manuscripts Under Review
A Unified Certified Unlearning Method for Regularization-Based Continual Learning
Human-in-the-Loop Learning Through Communication Restriction
Under review at IEEE Transactions on Networking
Theory for Group-Robust Continual Learning
Strategyproof Contextual Linear Bandit Algorithms
Regulating Human-in-the-Loop Learning for Dynamic LLMs
Professional
Talks
Truthful Mechanisms for Linear Bandit Games with Private Contexts
AAMAS.
Human-in-the-loop Learning Through Decentralized Communication Mechanisms
MobiHoc.
Theory of Continual Learning Against Data Poisoning Attacks
HKUST(GZ).
Teaching Experience
Teaching Assistant, Singapore University of Technology and Design
40.002 Optimisation
Teaching Assistant, SUTD undergraduate course.
40.302 Advanced Topics in Optimisation
Teaching Assistant, SUTD undergraduate elective.
40.305 Advanced Topics in Stochastic Modelling
Teaching Assistant, SUTD undergraduate course.
Technical Reviewer
- IEEE INFOCOM, 2025
- ICML, 2026
- NeurIPS, 2026
- ICLR, 2026
- IEEE Transactions on Networking (IEEE TON)