Qingyi Pan   Master Student Room 1-508, FIT Building Dept. of Computer Science and Technology Tsinghua University Beijing, China, 100084. Email: pqy19@mails.tsinghua.edu.cn Github: pqy000 [Curriculum Vitae] [Materials]

Biography

Now, I am a third-year master student of TSAIL group in the Department of Computer Science and Technology, Tsinghua University, advised by Prof. Jun Zhu. I also collaborate with Prof. Xiaoying Wang, Prof. Ning Chen and Post-doctoral Researcher Xingxing Zhang closely. I was a research Intern from June, 2020 to December, 2020 at RealAI.

My research interest includes machine learning, deep learning and their applications in spatio-temporal data. Recently, I also explored Bayesian Deep Learning and Interpretable Machine Learning.

Mauscripts

• BayesTSF: Benchmarking Uncertainty Quantification in Multivariate Time Series Forecasting from a Bayesian Perspective
  Qingyi Pan, Shuyu Cheng, Ziyu Wang, and Jun Zhu
  Submitted to International Joint Conference on Artificial Intelligence(IJCAI), Vienna, 2022.
• Accurate and Interpretable Semi-Supervised Time Series Classification via Virtual Trendmix Training
  Qingyi Pan, Xingxing Zhang, Tsungwei Tsai, Ning Chen and Jun Zhu
  Submitted to International Joint Conference on Artificial Intelligence(IJCAI), Vienna, 2022.

Selected Publications

• Two Birds with One Stone: Series Saliency for Accurate and Interpretable Multivariate Time Series Forecasting
  Qingyi Pan, Wenbo Hu, and Ning Chen
  International Joint Conference on Artificial Intelligence(IJCAI), Online, 2021.(IJCAI Student Grant)
  [paper] [appendix] [poster] [video]
• Independent Travel Recommendation Algorithm based on Analytical Hierarchy Process and Simulated Annealing for Professional Tourist
  Qingyi Pan, Xiaoying Wang
  Applied Intelligence, v48, 2018 IF=5.086
  [paper]
• Thermal-aware hybrid workload management in a green datacenter towards renewable energy utilization
  Yuling Li, Xiaoying Wang, Peicong Luo, and Qingyi Pan
  Energies, 12(8), 2019.IF=3.085
  [paper]
• Performance Evaluation and Optimization of HPCG benchmark on CPU+MIC platform
  Qingyi Pan, Xiaoying Wang
  International Journal of Hybrid Information Technology (IJHIT), v9, USA, 2017.
  [paper]

Patents

• Interpretable Time Series Training Method, Device and Computing Equipment
  Qingyi Pan, Wenbo Hu
  Chinese Patent. Number: CN2021101414856A(Pending)
  
• Semi-supervised Time Series Classification Algorithm based on TrendMix Training
  Jun Zhu, Qingyi Pan, Xingxing Zhang, Ziyu Wang
  Chinese Patent. (Pending)
  

Honors and Awards

• The 11th China Youth Science and Technology Innovation Award, 2018.10
The national highest honor in the field of youth science and technology in China
• Outstanding Thesis, 2018.06
Thesis submitted for the degree of Bachelor of Engineering. Top-1 score in the Department of CST.
• Meritorious Winner in International Mathematical Modeling Contest, 2017.08
• Global Second Prize for ASC Student Supercomputer Challenge, 2017.08
• China National Scholarship, Tsinghua University, 2016.11
• IJCAI Student Grant, 2021.8

Professional Services

• 2019 Spring, Head TA, Operating System, instructed by Prof. Xiaoying Wang
• 2021 Autumn, TA, Students Research Training, instructed by Prof. Jun Zhu

Last update: 2022 by Qingyi Pan