Jingtian Ma

PhD student, Beihang University

Joined

April 2023

Names

Jingtian Ma (Preferred)

Emails

****@buaa.edu.cn (Confirmed)

Personal Links

Career & Education History

PhD student

Beihang University (buaa.edu.cn)

2021 – Present

Advisors, Relations & Conflicts

PhD Advisor

2021 – 2025

Expertise

spatio-temporal data mining

,

GNNs

,

multi-modal learning

2021 – 2025

Publications

Hierarchical Frequency-Decomposition Graph Neural Networks for Road Network Representation Learning
Jingtian Ma, Jingyuan Wang, Leong Hou U
- CoRR 2025
- Readers: Everyone
Spatio-Temporal Data Enhanced Vision-Language Model for Traffic Scene Understanding
Jingtian Ma, Jingyuan Wang, Wayne Xin Zhao, Guoping Liu, Xiang Wen
- CoRR 2025
- Readers: Everyone
Interpretable Spatiotemporal Deep Learning Model for Traffic Flow Prediction based on Potential Energy Fields
Jiahao Ji, Jingyuan Wang, Zhe Jiang, Jingtian Ma, Hu Zhang
- 2020 (modified: 08 Sept 2021)
- ICDM 2020
- Readers: Everyone

Co-Authors