PhD Research

Computation of Optimal Tranport

A Fast Proximal Point Method for Computing Wasserstein Distance

Yujia Xie, Xiangfeng Wang, Ruijia Wang, Hongyuan Zha

Conference on Uncertainty in Artificial Intelligence (UAI) 2019, PDF, code

On Scalable and Efficient Computation of Large Scale Optimal Transport

Yujia Xie, Minshuo Chen, Haoming Jiang, Tuo Zhao, Hongyuan Zha

International Conference on Machine Learning (ICML) 2019, PDF, code, poster

Time Series

Meta Learning with Relational Information for Short Sequences

Yujia Xie, Haoming Jiang, Feng Liu, Tuo Zhao, Hongyuan Zha

NeurIPS 2019, PDF, code, poster

End-to-end Learning

Differentiable Top-k Operator with Optimal Transport

Yujia Xie, Hanjun Dai, Minshuo Chen, Bo Dai, Tuo Zhao, Hongyuan Zha, Wei Wei, Tomas Pfister

NeurIPS 2020, PDF, code, poster

A Hypergradient Approach to Robust Regression without Correspondence

Yujia Xie, Yixiu Mao, Simiao Zuo, Hongteng Xu, Xiaojing Ye, Tuo Zhao, Hongyuan Zha

ICLR 2021, PDF, code

Natural Language Processing

Conditional Self-Attention for Query-based Summarization

Yujia Xie, Tianyi Zhou, Yi Mao, Weizhu Chen

PDF

Others

Active Image Synthesis for Efficient Labeling

Jialei Chen, Yujia Xie, Kan Wang, Chuck Zhang, Mani A. Vannan, Ben Wang, Zhen Qian

THE IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), PDF

Generative Invertible Networks (GIN): Pathophysiology-Interpretable Feature Mapping and Virtual Patient Generation

Jialei Chen, Yujia Xie, Kan Wang, Zih Huei Wang, Geet Lahoti, Chuck Zhang, Mani A. Vannan, Ben Wang, Zhen Qian

Medical Image Computing and Computer Assisted Intervention (MICCAI) 2018, PDF