A Dynamics-Enhanced Learning Model for multi-horizon trajectory prediction in autonomous vehicles

C Wang, H Liao, K Zhu, G Zhang, Z Li - Information Fusion, 2025 - Elsevier
Autonomous vehicles (AVs) rely on accurate trajectory prediction of surrounding vehicles to
ensure the safety of both passengers and other road users. Trajectory prediction spans both …

Trajectory prediction based on the dynamic characteristics and coupling relationships among vehicles in highway scenarios

P Cong, M Deng, Y **ao, Y Zhu, X Zhang - Engineering Applications of …, 2025 - Elsevier
In dynamic and highly interactive traffic scenarios, vehicle trajectory prediction has become
a critical and complex problem in vehicle assistance systems due to the uncertainty of traffic …

NEST: A Neuromodulated Small-world Hypergraph Trajectory Prediction Model for Autonomous Driving

C Wang, H Liao, B Wang, Y Guan, B Rao, Z Pu… - arxiv preprint arxiv …, 2024 - arxiv.org
Accurate trajectory prediction is essential for the safety and efficiency of autonomous driving.
Traditional models often struggle with real-time processing, capturing non-linearity and …