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Wenxuan Guo

Ph.D. Student
Shanghai Jiao Tong University
arya_g (at) sjtu (dot) edu (dot) cn


About Me

I am Wenxuan Guo, a Ph.D. student at Shanghai Jiao Tong Univerisity.

My research interests include solving combinatorial problems with machine learning, especially with urban data sets and applications.

Education

  1. Shanghai Jiao Tong University, Ph.D. Student Sep. 2021 - Present
  2. Shanghai Jiao Tong University, B.E. Sep. 2017 - June 2021
    • Member of ACM Honors Class.
    • Graduated with Zhiyuan Honor Degree of Bachelor of Engineering In Computer Science and Technology.

Experience

  1. Shanghai Jiao Tong University, ThinkLab July 2019 - Sep. 2021
    • Undergraduate researcher advised by Prof. Junchi Yan.
    • Worked on application of deep learning in graph matching and combinatorial optimization.
    • Worked on zero-order optimization of one-shot neural architecture search.
  2. Georgia Institute of Technology, Machine Learning Group July 2020 - Dec. 2020

Publications

  1. HardSATGEN: Understanding the Difficulty of Hard SAT Formula Generation and A Strong Structure-Hardness-Aware Baseline
    Yang Li, Xinyan Chen, Wenxuan Guo, Xijun Li, Wanqian Luo, Junhua Huang, Hui-Ling Zhen, Mingxuan Yuan, Junchi Yan
    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2023.
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  2. Machine Learning Methods in Solving the Boolean Satisfiability Problem
    Wenxuan Guo, Hui-Ling Zhen, Xijun Li, Wanqian Luo, Mingxuan Yuan, Yaohui Jin, Junchi Yan
    Machine Intelligence Research, 2023.
    HTML BibTex

  3. ZARTS: On Zero-Order Optimization for Neural Architecture Search
    Xiaoxing Wang, Wenxuan Guo, Jianlin Su, Xiaokang Yang, Junchi Yan
    Advances in Neural Information Processing Systems (NeurIPS), 2022.
    PDF Code BibTex

Teaching

  1. CS0501 Data Structure, Shanghai Jiao Tong University Sep. 2023 - Jan. 2024
    Teaching Assistant

  2. CS0501 Data Structure, Shanghai Jiao Tong University Feb. 2023 - June 2023
    Teaching Assistant

  3. CS217 Algorithms Design and Analysis, Shanghai Jiao Tong University Feb. 2021 - June 2021
    Teaching Assistant

Honors & Awards

  1. Zhiyuan Outstanding Student Scholarship, Shanghai Jiao Tong University 2021
  2. Huawei Scholarship, Huawei Technologies Co., Ltd 2019
  3. Zhiyuan Honorary Scholarship, Shanghai Jiao Tong University 2017-2019
  4. Gold Medal 3-rd place, The 2019 CCPC Girls' Session 2019
  5. Gold Medal 4-th place, The 2018 ICPC Asia Hanoi Regional Contest 2018
  6. Gold Medal 17-th place, The 2018 ICPC Asia Xuzhou Regional Contest 2018
  7. Gold Medal 4-th place, The 2018 CCPC Qinhuangdao Regional Contest 2018
  8. Silver Medal, The 2018 CCPC Girls' Session 2018
  9. Bronze Medal, The 2017 ICPC Asia Ho Chi Minh City Regional Contest 2017
  10. Gold Medal, The 2017 ICPC Asia Xi'an Regional Contest 2017
  11. Silver Medal, The 2017 CCPC Harbin Regional Contest 2017
  12. Silver Medal, The 2016 National Olympiad in Informatics (NOI), China 2016

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