Zheyi Pan

Zheyi Pan

Doctor Management Trainee (DMT)

JD

Short Bio

Dr. Zheyi Pan earned his Ph.D. degree at Apex Data & Knowledge Management Lab of Shanghai Jiaotong University in 2020, and got his B.Eng. degree from ACM Honored Class of Shanghai Jiaotong University in 2015, under the advisory of Prof. Yong Yu. His research interest lies in deep learning and data mining with a special focus on urban computing and spatio-temporal data. He has published several papers in top interational conferences and well-recognized journals, including KDD, CIKM, IEEE TKDE. He was an intern at Microsoft Research Asia and JD Intelligent Cities Research. He will join JD Doctor Management Trainee Program (DMT) in 2020.

My full CV is avaiable:

Interests

  • Urban Computing
  • Deep Learning
  • Spatio-Temporal Data Mining
  • Artificial Intelligence

Education

  • Ph.D. in Computer Science, 2015 - 2020

    Department of Computer Science and Engineering, SJTU (advisor: Prof. Yong Yu)

  • Visiting Student, 2015 - 2016

    Cornell University

  • B.Eng. in Computer Science, 2011 - 2015

    ACM Honored Class, SJTU (advisor: Prof. Yong Yu)

Industry Experience

 
 
 
 
 

Research intern (advisor: Prof. Yu Zheng)

JD Intelligent Cities Research, JD Digits

Mar 2018 – Jun 2018 Beijing, China
 
 
 
 
 

Research intern (advisor: Prof. Yu Zheng)

Urban Computing Group, Microsoft Research Aisa

Jan 2017 – Oct 2017 Beijing, China
 
 
 
 
 

Research intern (advisor: Prof. Feng Zhao)

MASS Group, Microsoft Research Aisa

Sep 2014 – Jun 2015 Beijing, China

Recent News

  • [2021.01] One paper was accepted by WWW 2021.
  • [2020.05] One paper was accepted by TKDE 2020.
  • [2019.08] One paper was accepted by CIKM 2019.
  • [2019.05] Two papers were accepted by KDD 2019.

Featured Publications

AutoSTG: Neural Architecture Search for Predictions of Spatio-Temporal Graphs

WWW 2021
Zheyi Pan, Songyu Ke, Xiaodu Yang, Yuxuan Liang, Yong Yu, Junbo Zhang, Yu Zheng
PDF Code
AutoSTG: Neural Architecture Search for Predictions of Spatio-Temporal Graphs

Spatio-Temporal Meta Learning for Urban Traffic Prediction

TKDE 2020
Zheyi Pan, Wentao Zhang, Yuxuan Liang, Weinan Zhang, Yong Yu, Junbo Zhang, Yu Zheng
PDF
Spatio-Temporal Meta Learning for Urban Traffic Prediction

Matrix Factorization for Spatio-Temporal Neural Networks with Applications to Urban Flow Prediction

[ORAL] CIKM 2019, Applied Data Science Track (acceptance rate: 21.8%)
Zheyi Pan, Zhaoyuan Wang, Weifeng Wang, Yong Yu, Junbo Zhang, Yu Zheng
PDF Code
Matrix Factorization for Spatio-Temporal Neural Networks with Applications to Urban Flow Prediction
See all publications

Publications

Zheyi Pan, Songyu Ke, Xiaodu Yang, Yuxuan Liang, Yong Yu, Junbo Zhang, Yu Zheng (2021). AutoSTG: Neural Architecture Search for Predictions of Spatio-Temporal Graphs. In WWW 2021.

PDF Code

Zheyi Pan, Wentao Zhang, Yuxuan Liang, Weinan Zhang, Yong Yu, Junbo Zhang, Yu Zheng (2020). Spatio-Temporal Meta Learning for Urban Traffic Prediction. In TKDE 2020.

PDF

Zheyi Pan, Zhaoyuan Wang, Weifeng Wang, Yong Yu, Junbo Zhang, Yu Zheng (2019). Matrix Factorization for Spatio-Temporal Neural Networks with Applications to Urban Flow Prediction. In CIKM 2019.

PDF Code

Zheyi Pan, Jie Bao, Weinan Zhang, Yong Yu, Yu Zheng (2019). TrajGuard: A Comprehensive Trajectory Copyright Protection Scheme. In KDD 2019.

PDF Video

Zheyi Pan, Yuxuan Liang, Weifeng Wang, Yong Yu, Yu Zheng, Junbo Zhang (2019). Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning. In KDD 2019.

PDF Code Video

Chieh-Jan Mike Liang, Börje F. Karlsson, Nicholas D. Lane, Feng Zhao, Junbei Zhang, Zheyi Pan, Zhao Li, Yong Yu (2015). SIFT: Building an Internet of Safe Things. In IPSN 2015.

PDF

Honors & Awards

  • [2020] Outstanding Ph.D. Graduate of Shanghai Jiaotong University.
  • [2019] National Scholarship, China
  • [2019] KDD 2019 Student Travel Award.
  • [2017] ZTE Fantastic Algorithm Competition Finals: Second prize.
  • [2012] ACM-ICPC Asia Regional Contest (Hangzhou): Gold.
  • [2012] ACM-ICPC Asia Regional Contest (Changchun): Gold.
  • [2010] National Olympiad in Informatics: Silver.
  • [2010] Asia-Pacific Informatics Olympiad: Gold.
  • [2009] National Olympiad in Informatics: Silver.

Professional Services

Conference Program Committee Member/Reviewer:

  • ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD), 2021
  • AAAI Conference on Artificial Intelligence (AAAI), 2021

Journal Invited Reviewer:

  • ACM Transaction on Intelligent System and Technology (TIST)
  • IEEE Transaction on Big Data (TBD)
  • IEEE Transactions on Intelligent Transportation Systems (TITS)