Yiqun DIAO

I am a PhD student in School of Computing, National University of Singapore.

My research interests lie in federated learning, open-set learning and data stream learning.

Google Scholar  /  Email  /  CV

Education
  • National University of Singapore (NUS), Singapore Aug 2021 - present

    PhD student in Computer Science, advised by Prof. Bingsheng He

  • Shanghai Jiao Tong University (SJTU), China Sep 2017 - Jun 2021

    Bachelor in Computer Science and Technology (GPA: 4.08/4.3, Rank: 1/149)

    Selected in Zhiyuan Honors Program of Engineering (Top 5%)

  • The University of Texas at Austin (UT Austin), USAAug 2019 - Dec 2019

    Exchange student (GPA: 4.0/4.0)

Publications
  1. Yiqun Diao, Yutong Yang, Qinbin Li, Bingsheng He, and Mian Lu. OEBench: Investigating Open Environment Challenges in Real-World Relational Data Streams. 50th International Conference on Very Large Databases (VLDB), 2024.
  2. Yiqun Diao, Qinbin Li, and Bingsheng He. Exploiting Label Skews in Federated Learning with Model Concatenation. The 38th Annual AAAI Conference on Artificial Intelligence (AAAI), 2024.
  3. Yiqun Diao, Qinbin Li, and Bingsheng He. Towards Addressing Label Skews in One-Shot Federated Learning. The Eleventh International Conference on Learning Representations (ICLR), 2023.
  4. Qinbin Li*, Yiqun Diao*, Quan Chen, and Bingsheng He. Federated learning on non-iid data silos: An experimental study. IEEE International Conference on Data Engineering (ICDE), 2022. (* denotes equal contributions) Google Scholar: 700+ citations; Github NIID-Bench: 500+ stars
  5. Lixin Yang, Jiasen Li, Wenqiang Xu, Yiqun Diao, and Cewu Lu. Bihand:Recovering hand mesh with multi-stage bisected hourglass networks. British Machine Vision Conference (BMVC), 2020.
Teaching Experience
    Teaching Assistant for
  • Big Data System for Data Science NUS, Spring 2022
  • Linear Algebra SJTU, Fall 2020
  • Computational, Mathematical & Statistical Foundations of Machine Learning SJTU, Summer 2020
Industry Experience
  • Internship at Microsoft Feb 2021 - Jul 2021
  • Internship at 4Paradigm Dec 2022 - May 2023
Service
  • Reviewer for CVPR, NeurIPS, ECML/PKDD
  • External reviewer for ICDE
Miscellaneous

For sports, I like running, swimming and badminton. I also like literatures and films with realism style.