I’m a third-year PhD student in the School of Computing at National University of Singapore, advised by Professor Angela Yao. Prior to it, I completed my Honours Bachelor’s degree with Highest Distinction in Computer Science from the same faculty. My research focuses on developing efficient and controllable visual generative models, with an emphasis on improving both training and inference. Please feel free to contact me if you are interested in collaboration.

Before beginning my doctoral studies, I co-founded Huijian Cloud, where we developed AI agent solutions with real-world applicability, including project management systems (PMS), inventory management systems (IMS), and customer relationship management (CRM) platforms. The company has served clients across Mainland China, Malaysia, Thailand, and Australia.

Publications

InfoTok
(Coming Soon) VA-Ο€: Variational Policy Alignment for Pixel-Aware Autoregressive Generation
Xinyao Liao*, Qiyuan He*, Kai Xu, Xiaoye Qu, Yicong Li, Wei Wei, Angela Yao
InfoTok
(Coming Soon) InfoTok: Adaptive Discrete Video Tokenizer via Information-Theoretic Compression
Haotian Ye*, Qiyuan He*, Jiaqi Han, Puheng Li, Jiaojiao Fan, Zekun Hao, Fitsum Reda, Yogesh Balaji, Huayu Chen, Sheng Liu, Angela Yao, James Zou, Stefano Ermon, Haoxiang Wang, Ming-Yu Liu
reAR
(Preprint 2025) reAR: Rethinking Visual Autoregressive Models via Token-wise Consistency Regularization
Qiyuan He, Yicong Li, Haotian Ye, Jinghao Wang, Xinyao Liao, Pheng-Ann Heng, Stefano Ermon, James Zou, Angela Yao
Conceptrol
(Preprint 2025) Conceptrol: Concept Control of Zero-shot Personalized Image Generation
Qiyuan He, Angela Yao
AID
(NeurIPS 2024) AID: Attention Interpolation of Text-to-Image Diffusion
Qiyuan He, Jinghao Wang, Ziwei Liu, Angela Yao
EvA
(ICLR 2025) EvA: Erasing Spurious Correlations with Activations
Qiyuan He, Kai Xu, Angela Yao
PoseIG
(CVPR 2023) Analyzing and Diagnosing Pose Estimation With Attributions
Qiyuan He*, Linlin Yang*, Kerui Gu, Qiuxia Lin, Angela Yao

Selected Awards

  • NUS Research Achievement Award, 2025
  • NUS Research Incentive Award, 2023
  • Outstanding Undergraduate Researcher Prize, 2023
  • Certificate of Distinction in the AI Focus Area, 2022