Qingyi Pan   Ph.D. Student Room 1-508, FIT Building Center of Statistical Science Tsinghua University Beijing, China, 100084. Email: panqingyi19@gmail.com" Github: pqy000 [Resume] [Transcript]

Biography

Now, I am a second-year Ph.D. student of TSAIL group in the Center of Statistical Science, Tsinghua University, advised by Prof. Jun Zhu. I received his M.S. degree from the Department of Computer Science and Technology at Tsinghua University in 2022 and his B.E. degree in 2018. I also collaborate with Prof. Xiaoying Wang and Prof. Ning Chen 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.

Publications

• Accurate and Interpretable Semi-Supervised Time Series Classification via Virtual Trendmix Training
  Qingyi Pan, Ning Guo, Letu Qingge, Jingyi Zhang, Pei Yang
  Pacific Rim International Conference on Artificial Intelligence (PRICAI), Jakarta, Indonesia, 2023
  
• Reliable Multivariate Deep Regression using Moment-Matching Prior Networks
  Qingyi Pan, Ruqi Zhang
  ICML 2024 Workshop on Structured Probabilistic Inference & Generative Modeling, 2024
  
• DiagNCF: Diagnosis Neural Collaborative Filtering for Medical Recommendation
  Qingyi Pan, Jingyi Zhang
  International Conference on Intelligent Computing(ICIC), Tianjin, 2024, Oral
  
• BayesTSF: Benchmarking Uncertainty Quantification in Multivariate Time Series Forecasting from a Bayesian Perspective
  Qingyi Pan, Pei yang, Jingyi Zhang
  International Conference on Intelligent Computing(ICIC), Tianjin, 2024, Oral
  
• Two Birds with One Stone: Series Saliency for Accurate and Interpretable Multivariate Time Series Forecasting
  Qingyi Pan, Wenbo Hu, 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=5.1
  
• 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
  
• Edge-guided mural image inpainting by integrating local and global information and multiple color spaces
  Guodong Li, Letu Qingge, Qingyi Pan, Pei Yang
  International Conference on Multimedia and Expo (ICME), 2024, Niagara Falls
  
• Retinex decomposition based low-light image enhancement by integrating swin transformer and U-Net like architectures
  Zexin Wang, Letu Qingge, Qingyi Pan, Pei Yang
  IET Image Processing, 2024, IF=2.8
  
• 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=3.1
  
• DAMR: Dynamic Adjacency Matrix Representation Learning for Multivariate Time Series Imputation
  Xiaobin Ren, Kaiqi Zhao, Patricia Riddle, Qingyi Pan, Lianyan Li.
  Proceedings of the ACM on Management of Data (SIGMOD), Seattle, WA, 2023
  

Manuscript Submitted

• LUNCH: Adaptive Task Balancing for Online Continual Learning via Hyperparameter Uncertainty
  Qingyi Pan, Liyuan Wang, Jingyi Zhang, Jun Zhu
  
• t-VAT:Virtual Series Saliency Training for Time Series Semi Supervised Learning
  Qingyi Pan, Liyuan Wang, Xingxing Zhang, Jingyi Zhang, Jun Zhu
  

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