Miao Fan
Chief scientist at NavInfo Co., Ltd
Adjunct associate professor at Renmin University of China
IEEE Senior Member
Author of books "Machine Learning with Python for Kaggle Competitions" and "AI Programming with Python in Practice"
20+ top-tier papers with 1400+ citations
50+ granted patents and 10+ software copyrights
Employment History
• NavInfo Co., Ltd.
Chief Scientist [Connected Vehicle Technology] （2022.12 — Now）
• Momenta
Senior Director [Autonomous Driving] （2022.6 — 2022.12）
• Baidu Inc.
Principal Scientist [HD Maps] （2017.7 — 2022.6）
Education
• Baidu Inc. & Tsinghua University
Postdoctoral Fellow （2017.10 — 2019.11）
• Computer Science and Technology, Tsinghua University
Ph.D. with Dean's Honor （2012.9 — 2017.6）
• Courant Institute of Mathematical Sciences, New York University
Visiting Scholar （2015.3 — 2016.3）
• Software Engineering, Beijing University of Posts and Telecommunications
B.Eng. （2008.9 — 2012.6）
Academic Services
Renmin University of China
Adjunct Associate Professor
Institute of Electrical and Electronics Engineers (IEEE)
Senior Member
Monographs
• AI Programming with Python in Practice
Miao Fan, Shengtong Xu （Tsinghua University Press）
• Machine Learning with Python for Kaggle Competitions (2nd Edition)
Miao Fan, Shengtong Xu （Tsinghua University Press）
• Machine Learning with Python for Kaggle Competitions (1st Edition)
Miao Fan, Chao Li （Tsinghua University Press）
Publications (Selected)
• Personalized Query Auto-Completion for Large-Scale POI Search at Baidu Maps
Ying Li, Jizhou Huang, Miao Fan, Jinyi Lei, Haifeng Wang, Enhong Chen
Transactions on Asian and Low-Resource Language Information Processing, ACM. [J]
• Neural HD Map Generation from Multiple Vectorized Tiles Locally Produced by Autonomous Vehicles
Miao Fan, Yi Yao, Jianping Zhang, Xiangbo Song, Daihui Wu
SpatialDI'24. [C]
• DuMapper：Towards Automatic Verification of Large-Scale POIs with Street Views at Baidu Maps
Miao Fan, Jizhou Huang, Haifeng Wang
CIKM'22. [C]
• Meta-Learned Spatial-Temporal POI Auto-Completion for the Search Engine at Baidu Maps
Miao Fan, Yibo Sun, Jizhou Huang, Haifeng Wang, Ying Li
KDD'21. [C]
• HGAMN：Heterogeneous Graph Attention Matching Network for Multilingual POI Retrieval at Baidu Maps
Jizhou Huang, Haifeng Wang, Yibo Sun, Miao Fan, Zhengjie Huang, Chunyuan Yuan, Yawen Li
KDD'21. [C]
• Curriculum Meta-Learning for Next POI Recommendation
Yudong Chen, Xin Wang, Miao Fan, Jizhou Huang, Shengwen Yang, Wenwu Zhu
KDD'21. [C]
• DOLG：Single-Stage Image Retrieval with Deep Orthogonal Fusion of Local and Global Features
Min Yang, Dongliang He, Miao Fan, Baorong Shi, Xuetong Xue, Fu Li, Errui Ding, Jizhou Huang
ICCV'21. [C]
• GEDIT：Geographic-Enhanced and Dependency-Guided Tagging for Joint POI and Accessibility Extraction at Baidu Maps
Yibo Sun, Jizhou Huang, Yuanchun Yuan, Miao Fan, Haifeng Wang, Ming Liu, Bing Qin
CIKM'21. [C]
• Understanding the Impact of the Covid-19 Pandemic on Transportation-related Behaviors with Human Mobility Data
Jizhou Huang, Haifeng Wang, Miao Fan, An Zhuo, Yibo Sun, Ying Li
KDD'20. [C]
• Personalized Prefix Embedding for POI Auto-Completion in the Search Engine of Baidu Maps
Jizhou Huang, Haifeng Wang, Miao Fan, An Zhuo, Ying Li
KDD'20. [C]
• MONOPOLY：Learning to Price Public Facilities for Revaluing Private Properties with Large-scale Urban Data
Miao Fan, Jizhou Huang, An Zhuo, Ying Li, Ping Li, Haifeng Wang
CIKM'19. [C]