Portrait of Your Name

Xinpeng Wang

University of Virginia

Introduction Publication Education Project

Introduction

I am a Ph.D. student at University of Virginia, advised by Prof. Zhe Zeng. My research focuses on Trustworthy AI and Federated Learning. I am broadly interested in building reliable generative models and understanding their training dynamics.

Previously, I obtained my M.Phil. degree in Computer and Inormation Science from The Chinese University of Hong Kong, Shenzhen, supervised by Prof. Xiaoying Tang. I received my B.S. degree in Computer Science and Technology from Shaanxi Normal University in 2023.

Publication

  1. ClusMFL: A Cluster-Enhanced Framework for Modality-Incomplete Multimodal Federated Learning in Brain Imaging Analysis
    Xinpeng Wang, Rong Zhou, Han Xie, Xiaoying Tang, Lifang He, Carl Yang. EMBC 2025.
    [paper]
  2. FedCCRL: Federated Domain Generalization with Cross-Client Representation Learning
    Xinpeng Wang, Yongxin Guo, Xiaoying Tang. Preprint.
    [paper] · [code]
  3. Descalloping of GF-3 ScanSAR Image Based on Self-attention Mechanism and CycleGAN
    Zengguo Sun, Xuejun Peng, Huixia Liu, Weirong Chen, Xinpeng Wang. Journal of Optoelectronics·Laser.
    [paper]

Education

Ph.D., Computer & Information Sciences — University of Virginia
Advisor: Prof. Zhe Zeng
2025 – Present
M.Phil., Computer & Information Engineering — The Chinese University of Hong Kong, Shenzhen
Advisor: Prof. Xiaoying Tang
2023 – 2025
B.S., Computer Science & Technology — Shaanxi Normal University
2019 – 2023

Project

  • FL-Bench — Benchmark of federated learning. Dedicated to the community.