Hi, I am Zihui Xue (薛子慧), and I usually go by Sherry. I am final-year Ph.D. candidate at UT Austin, advised by Prof. Kristen Grauman.
My research focuses on developing methods to better understand and structure video content for instructional videos.
Zihui Xue,
Yale Song,
Kristen Grauman,
Lorenzo Torresani
CVPR 2023 (Hightlight)[paper][webpage]
Multimodal perception and self-supervised learning
The Modality Focusing Hypothesis: Towards Understanding Crossmodal Knowledge Distillation
Zihui Xue*,
Zhengqi Gao*
Sucheng Ren*,
Hang Zhao
ICLR, 2023 (top-5%)[paper][webpage] When is crossmodal knowledge distillation helpful?
Dynamic Multimodal Fusion
Zihui Xue,
Radu Marculescu
CVPR MULA workshop, 2023[paper] Adaptively fuse multimodal data and generate data-dependent forward paths during inference time.
What Makes Multi-Modal Learning Better than Single (Provably)
Yu Huang,
Chenzhuang Du,
Zihui Xue,
Xuanyao Chen,
Hang Zhao,
Longbo Huang
NeurIPS, 2021[paper]
Can multimodal learning provably perform better than unimodal?
Multimodal Knowledge Expansion
Zihui Xue,
Sucheng Ren,
Zhengqi Gao,
Hang Zhao
ICCV, 2021
[paper][webpage]
A knowledge distillation-based framework to effectively utilize multimodal data without requiring labels.
On Feature Decorrelation in Self-Supervised Learning
Tianyu Hua,
Wenxiao Wang,
Zihui Xue,
Sucheng Ren,
Yue Wang,
Hang Zhao
ICCV, 2021 (Oral, Acceptance Rate 3.0%)[paper][webpage]
Reveal the connection between model collapse and feature correlations!
