Xinyao Li

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I am a second-year Ph.D student in Successive Postgraduate and Doctoral Program at School of Computer Science and Engineering, University of Electronic and Science and Technology of China (UESTC), supervised by Prof. Jingjing Li. Before that, I earned my bachelor’s degree in Computer Science from UESTC in 2022.

I am currently focusing on Transfer Learning, especially Unsupervised Domain Adaptation (UDA), Domain Generalization (DG) and relevant transfer settings, as well as their applications in computer vision, vision-language models (e.g., CLIP), etc. I am also interested in applied machine learning in fields including Remaining Useful Life (RUL) prediction, State of Charge (SOC) prediction of batteries, etc.

Publications

2024

• Split to merge: Unifying separated modalities for unsupervised domain adaptation [Paper] [Code]
  Xinyao Li, Zhekai Du, Fengling Li, Ke Lu, Jingjing Li.
  in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
• Agile multi-source-free domain adaptation [Paper] [Code]
  Xinyao Li, Jingjing Li, Fengling Li, Lei Zhu, Ke Lu.
  in Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024.
• Efficient transfer learning of large models with limited resources: A survey [Paper]
  Xinyao Li, Jingjing Li, Lei Zhu, Heng Tao Shen.
  Chinese Journal of Computers，2024.
  （李鑫尧, 李晶晶, 朱磊, 申恒涛, “资源受限的大模型高效迁移学习算法研究综述,” 计算机学报, 2024.）
• Cross-domain state estimation of lithium-ion batteries: A review [Paper]
  Xinyao Li, Hongbo Chen, Liyuan Shen, Xuesong Feng, Jingjing Li.
  Journal of University of Electronic Science and Technology of China, 2024.
  （李鑫尧, 陈洪波, 沈力源, 冯雪松, 李晶晶, “锂电池状态跨域估计算法综述,” 电子科技大学学报, 2024.）
• Domain-agnostic mutual prompting for unsupervised domain adaptation [Paper] [Code]
  Zhekai Du, Xinyao Li, Fengling Li, Ke Lu, Lei Zhu, Jingjing Li.
  in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024.

2022

• Source-free active domain adaptation via energy-based locality preserving transfer [Paper] [Code]
  Xinyao Li, Zhekei Du, Jingjing Li, Lei Zhu, Ke Lu.
  in Proceedings of the 30th ACM international conference on multimedia (ACM MM), 2022.
• Domain adaptive remaining useful life prediction with transformer [Paper] [Code]
  Xinyao Li, Jingjing Li, Lin Zuo, Lei Zhu, Heng Tao Shen.
  IEEE Transactions on Instrumentation and Measurement, 2022.

Awards

2024

• Doctoral National Scholarship
• UESTC Academic Scholarship, First Prize