3 papers
cs.LG2026
M3-Former: Multimodal Transformer with Mixture-of-Experts for Long-Term Vessel Trajectory Prediction
Wenzhe Jin, Haina Tang
To address the challenges of behavioral multimodality, limited semantic utilization, and long-term error accumulation in vessel trajectory prediction, this paper proposes M3-Former…
physics.soc-ph2025
Monotone three-dimensional surface and equivalent formulations of the generalized bathtub model
Wen-Long Jin, Irene Martinez
In the Lighthill-Whitham-Richards (LWR) model for single-lane traffic, vehicle trajectories follow the first-in-first-out (FIFO) principle and can be represented by a monotone thre…
cs.AI2025
STGDPM:Vessel Trajectory Prediction with Spatio-Temporal Graph Diffusion Probabilistic Model
Jin Wenzhe, Tang Haina, Zhang Xudong
Vessel trajectory prediction is a critical component for ensuring maritime traffic safety and avoiding collisions. Due to the inherent uncertainty in vessel behavior, trajectory pr…