Ongoing research
Route-Conditioned Traffic Simulation
Learning to follow map routes in interacting traffic, with intent-aware task allocation and closed-loop evaluation.
Explore project : Route-Conditioned Traffic SimulationFrom methods to systems
Research & Systems
Current system projects and the research questions behind them.
Working research prototype
Autonomous Traffic Sensor Web (ATSW)
A replay-based web prototype for adaptive GPS reporting, receiver-state estimation, and historical trajectory reconstruction.
Explore project : Autonomous Traffic Sensor Web (ATSW)Research Directions
Trajectory Observation–Reconstruction Co-Design
Preserving useful mobility information under limited observation resources through the co-design of trajectory selection, reporting, and reconstruction.
Urban Knowledge and Semantic Intelligence
A research direction bridging large language models and graph learning to give road networks generalizable urban semantics.