Hi! 
I am Xiang Li (李想), a final-year PhD student at School of Computing, National University of Singapore, supervised by Prof. Kenji Kawaguchi.
My research interests focus on developing reliable and safe generative models to advance trustworthy artificial intelligence.
Selected Publications
(*: equal contribution)
Initialization is Half the Battle: Generating Diverse Images from a Guidance Potential Posterior
Xiang Li, Dianbo Liu, Kenji Kawaguchi
Statistical Inference under Performativity
Xiang Li*, Yunai Li*, Huiying Zhong*, Lihua Lei, Zhun Deng
NeurIPS. 2025. [paper]
Memory-Efficient Gradient Unrolling for Large-Scale Bi-level Optimization
Qianli Shen, Yezhen Wang, Zhouhao Yang, Xiang Li, Haonan Wang, Yang Zhang, Jonathan Scarlett, Zhanxing Zhu, Kenji Kawaguchi
NeurIPS. 2024. [arxiv]
VA3: Virtually Assured Amplification Attack on Probabilistic Copyright Protection for Text-to-Image Generative Models
Xiang Li*, Qianli Shen*, Kenji Kawaguchi
Few-Shot Aspect-Category Sentiment Analysis via Meta-Learning
Bin Liang*, Xiang Li*, Lin Gui, Yonghao Fu, Yulan He, Min Yang, Ruifeng Xu
Transactions on Information Systems. 2023. [paper]
JointCL: A Joint Contrastive Learning Framework for Zero-Shot Stance Detection
Bing Liang*, Qinglin Zhu*, Xiang Li*, Min Yang, Lin Gui, Yulan He, Ruifeng Xu
ACL. 2022. [paper]
Preprints
LoReUn: Data Itself Implicitly Provides Cues to Improve Machine Unlearning
Xiang Li, Qianli Shen, Haonan Wang, Kenji Kawaguchi
NeurIPS SafeGenAI Workshop. 2024. [openreview]
Miscellaneous
- Interesting fact — the pronunciation of my name in Chinese also means “ideal” or “dream of life.” Finding myself, knowing myself, and discovering the direction of my life. That’s probably the meaning my name has given me.
Interesting fact — the pronunciation of my name in Chinese also means “ideal” or “dream of life.” Finding myself, knowing myself, and discovering the direction of my life. That’s probably the meaning my name has given me.- In my spare time, I enjoy painting , reading , watching movies , playing games , photographing ……
In my spare time, I enjoy painting , reading , watching movies , playing games , photographing ……