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]

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.

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]
• Accurate and Interpretable Semi-Supervised Time Series Classification via Virtual Trendmix Training
  Qingyi Pan, Xingxing Zhang, Tsungwei Tsai, and Jun Zhu
  Submitted to The Conference on Artificial Intelligence (AAAI), Online, 2022
  [arxiv]
• 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]

Mauscripts

• Function Space Particle Optimization for Bayesian Recurrent Neural Network in Time Series Forecasting
  Qingyi Pan, Shuyu Cheng, et.al
  
• Series Saliency for Accurate and Interpretable Multivariate Time Series Forecasting
  Qingyi Pan, Xingxing Zhang, et.al
  

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: October 2021 by Qingyi Pan