I am an undergraduate student of School of Intelligence Science and Technology, Nanjing University where I have the privilege of conducting research under the supervision of Prof. Kai Zhang.
Now, I am a Research Assistant in XLANG Lab supervised by Prof. Tao Yu and focus mainly on VLA (Vision-Language Action).
My research interest includes Multimodal Learning.
🔥 News
- 2025.06: 🎉🎉 Reverse Convolution and Its application to Image Restoration is accepted by ICCV2025.
📝 Publications
ICCV 2025

Reverse Convolution and Its application to Image Restoration
Xuhong Huang*, Shiqi Liu*, Kai Zhang†, Ying Tai, Jian Yang, Hui Zeng, Lei Zhang
- We propose a novel depthwise reverse convolution operator as a first-step exploration to effectively reverse the depthwise convolution by formulating and solving a regularized least-squares optimization problem.
🎖 Honors and Awards
- 2025.10 Yanbao Scholarship (Top1).
- 2024.10 National Scholarship (Top5).
📖 Educations
- 2022.09 - Now, B.S. Nanjing University, School of Intelligence Science and Technology.
💻 Internships
- 2024.09 - Now, XLANG, Hong Kong