2 citations · 2 across the 2 of their papers we have counts for
4 papers
Controllable Road Marking Generation
Zhiyu, Cai, Yufan Zhang +3
Lane and road markings provide critical guidance for vehicle navigation and multi-agent coordination, yet authoring them at scale remains a manual workflow that limits quantitative…
Worst-Case Hidden-Vehicle Trajectory Search in Spatiotemporal Occlusion Regions
Ruichen Tan, Zengxiang Lei, Satish Ukkusuri
Occlusion creates fundamental uncertainty in autonomous driving. Existing methods often propagate frame-wise hypotheses or optimize ego behavior against prescribed hidden-agent pre…
MoE-TransMov: A Transformer-based Model for Next POI Prediction in Familiar & Unfamiliar Movements
Ruichen Tan, Jiawei Xue, Kota Tsubouchi +2
Accurate prediction of the next point of interest (POI) within human mobility trajectories is essential for location-based services, as it enables more timely and personalized reco…
Data Mining in Transportation Networks with Graph Neural Networks: A Review and Outlook
Jiawei Xue, Ruichen Tan, Jianzhu Ma +1
Data mining in transportation networks (DMTNs) refers to using diverse types of spatio-temporal data for various transportation tasks, including pattern analysis, traffic predictio…