Papers

Submitted

GDPrune: Groupwise D-Optimal Design for Visual Token Pruning in Large Multimodal Models

Junyi Lin, Bowen Yang, Yiheng Lei, Kejun He, Cheng Meng

Submitted

ICLR

An Efficient SE(p)-Invariant Transport Metric Driven by Polar Transport Discrepancy-based Representation

Junyi Lin, Dunyao Xue, Jun Yu, Hongteng Xu, Cheng Meng

The Fourteenth International Conference on Learning Representations, 2026

Submitted

QDOT: An Efficient Quantile-weighted Distance Metric for Geometric Comparison via Optimal Transport

Junyi Lin, Cheng Meng

Submitted

JCGS

Sparsification Subsampling for Partial Least Squares Regression

Junyi Lin, Mengyu Li, Cheng Meng, Yongdao Zhou

Journal of Computational and Graphical Statistics, 2026