NextQuill: Causal Preference Modeling for Enhancing LLM Personalization
Zhao, X., You, J., Zhang, Y., Wang, W., Cheng, H., Feng, F., Ng, S.-K., Chua, T.-S. (2026). "NextQuill: Causal Preference Modeling for Enhancing LLM Personalization." ICLR.
CV
Education
- B.S. in Artificial Intelligence — The School of the Gifted Young, University of Science and Technology of China (USTC) (2022 – 2026)
- Ph.D. in Artificial Intelligence — University of Science and Technology of China (USTC) (2026 – Present)
Experiences
- Intern — Alibaba Qwen Business Group (2026.4 – Present)
Publications
How Are Your Preferences Encoded? Neuron-level Mechanisms of LLM Personalization
You, J., Zhao, X., Zhang, Y., Li, M., Chen, Y., Feng, F., Cheng, H., He, X., Chua, T.-S. (2025). "How Are Your Preferences Encoded? Neuron-level Mechanisms of LLM Personalization." Under Review.
Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation
Zhang, Y., You, J., Bai, Y., Zhang, J., Bao, K., Wang, W., Chua, T.-S. (2024). "Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation." Under Review.