STARK: Enhancing Traffic Prediction Through Spatiotemporal Adaptive Refinement With Knowledge Distillation

Published at IEEE Transactions on Computational Social Systems in 2026.

A basic working code is given for the framework. So, some of the parts are altered and taken out. Link to the article and full code may be made available on request.

Installation

Mandatory Dependencies

• Python> 3.7
• PyTorch >= 1.7.0
• pandas
• scipy
• sklearn
• networkx
• numpy

Usage

To run it

python stark.py 

Contact

please contact shobhit_2311cs39@iitp.ac.in or saurabh_2021cs30@iitp.ac.in for any discrepancy.

Authors:

• Shobhit Pandey
• Saurabh Sharma
• Rahul Kumar
• João Mendes Moreira
• Joydeep Chandra

Sources

ASTGCN Repository is used for the basic ASTGCN architecture.