Songyue Guo

Songyue Guo

stay hungury, stay foolish.

Current

I’m a candidate Ph.D student from HKUST(Guangzhou) under the supervision of Prof. Lei CHEN (陈雷). If you are interested at me, please contact me by guosongyue@stu.hit.edu.cn.

Short Bio

I’m Songyue Guo, a second year graduate student at the Department of Computer Science and Technology Harbin Institute of Technology (Shenzhen)(哈尔滨工业大学深圳计算机科学与技术学院), supervised by Prof. Qing Liao (廖清). I graduated from School of Software, Shandong University(山东大学软件学院) with bechalor degree, supervised by Yilong Yin(尹义龙), IET Fellow.

My research interest includes weak supervision, federated learning, multi-task learning and data mining.

🔥 News

  • 2023.04:  🔔🔔 Report FedGR at DASFAA2023,Tianjin University.
  • 2023.03: Release code of FedGR.
  • 2022.12:  🎉🎉 One paper are accepted by DASFAA2023.
  • 2021.05:  🎉🎉 One paper are accepted by Journal of Computer Research and Development.

📝 Publications

DASFAA 2023
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Federated Learning with Gravitation Regulation for Double Imbalance Distribution

Songyue Guo, Xu Yang, Jiyuan Feng, Ye Ding, Wei Wang, Yunqing Feng, Qing Liao

Project

  • considering both in-client and cross-client pulling and pushing forces to tackle quantity imbalance and label imbalance.
Journal of Computer Research and Development
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Federated Adaptive Interaction Model for Mixed Distribution Data

Songyue Guo, Yangqian Wang, Siyuan Bai, Yongheng Liu, Jun Zhou, Mengge Wang, Qing Liao

Project

  • Adaptively aggregate Extremely Biased Model and Non-Extremely Biased Model.

🥇 Honors and Awards

  • 2022.09 First Class Academic Scholarship.
  • 2022.11 Outstanding Student of HITsz (Practical Learning Award) (21/178).
  • 2020.06 Outstanding Graduate of Shandong University (Top 20%)
  • 2019.05 Advanced Individual for Innovation and Entrepreneurship of Shandong University (20/335)
  • 2018.11 First Prize in Shandong Province, National Undergrduate Mathmetical Contest in Modeling.(Top 10%)
  • 2018.11 Special Prize of Qilu College Students Software Design Contest in Shandong Province (Top 1/719)
  • 2017.04 Meritorious Winner of American Collegiate Mathmatical (Top 13%)
  • 2017.04 Outstanding Communist Youth League Member of Shandong University (30/335)

📖 Educations

  • 2021.06 - now, M.Eng. in Computer Science and Technology, College of Computer Science and Technology ,Harbin Institute of Technology. Supervisor: Qing Liao
  • 2016.09 - 2020.06, B.Eng. in Software Engineer, College of Software, Shandong University. Supervisor: Yilong Yin (IET Fellow).

💬 Invited Talks

  • 2023.04, Federated Learning with Gravitation Regulation for Double Imbalance Distribution, DASFAA2023, Tianjin, China.

📔📑 Research Experiences