Jingtian Ma

According to our database, Jingtian Ma authored at least 3 papers between 2020 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Spatio-Temporal Data Enhanced Vision-Language Model for Traffic Scene Understanding.

Jingtian Ma, Jingyuan Wang, Wayne Xin Zhao, Guoping Liu, Xiang Wen

IEEE Trans. Intell. Transp. Syst., January, 2026

Hierarchical Frequency-Decomposition Graph Neural Networks for Road Network Representation Learning.

Jingtian Ma, Jingyuan Wang, Leong Hou U

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2020

Interpretable Spatiotemporal Deep Learning Model for Traffic Flow Prediction based on Potential Energy Fields.

Jiahao Ji, Jingyuan Wang, Zhe Jiang, Jingtian Ma, Hu Zhang

Proceedings of the 20th IEEE International Conference on Data Mining, 2020