About me
Welcome to my homepage! I am Junyilin Lin, currently a second-year Ph.D. student at the Institute of Statistics and Big Data, Renmin University of China, under the supervision of Dr. Cheng Meng and Dr. Kejun He. Prior to this, I received my B.S. degree from the School of Statistics and Data Science, Nankai University, where I was supervised by Prof. Yongdao Zhou.
My current research interests lie primarily in Optimal Transport, Generative Models, Data Efficiency and Multimodal alignment. I am currently looking for internship opportunities. Please feel free to contact me at junyilin@ruc.edu.cn if you are interested in any of my research topics!
News
- May, 2026: Our latest paper, Sparsification Subsampling for Partial Least Squares Regression, was accepted by JCGS.✨
- Apr, 2026: I was invited to present a poster at FAIC 2026 in Shanghai!🖼️
- Apr, 2026: I was invited to give a talk at the Mao Shisong Statistical Education Doctoral Forum in Chengdu (Link)!🎤
- Jan, 2026: Our new paper, An Efficient SE(p)-Invariant Transport Metric Driven by Polar Transport Discrepancy-based Representation, was accepted to ICLR 2026.🎉🎉🎉
- Apr, 2025: I received a Travel Award and was invited to give a talk at the Doctoral Forum of the 2025 Annual Conference of the Youth Statisticians Association (Link).🏆
Selected Papers
arXiv

arXiv preprint 2609.03443, 2026
ICLR

The Fourteenth International Conference on Learning Representations, 2026
JCGS

Journal of Computational and Graphical Statistics, 2026
