Reasoning Multi-Agent Behavioral Topology for Interactive Autonomous Driving

H Liu, L Chen, Y Qiao, C Lv… - Advances in Neural …, 2025‏ - proceedings.neurips.cc
Autonomous driving system aims for safe and social-consistent driving through the
behavioral integration among interactive agents. However, challenges remain due to multi …

Decoupling Motion Forecasting into Directional Intentions and Dynamic States

B Zhang, N Song, L Zhang - Advances in Neural …, 2025‏ - proceedings.neurips.cc
Accurate motion forecasting for traffic agents is crucial for ensuring the safety and efficiency
of autonomous driving systems in dynamically changing environments. Mainstream methods …

Transfer Learning Study of Motion Transformer-based Trajectory Predictions*

L Ullrich, A McMaster, K Graichen - 2024 IEEE Intelligent …, 2024‏ - ieeexplore.ieee.org
Trajectory planning in autonomous driving is highly dependent on predicting the emergent
behavior of other road users. Learning-based methods are currently showing impressive …

Risk-Aware Vehicle Trajectory Prediction Under Safety-Critical Scenarios

Q Wang, D Xu, G Kuang, C Lv, SE Li… - IEEE Transactions on …, 2025‏ - ieeexplore.ieee.org
Trajectory prediction is significant for intelligent vehicles to achieve high-level autonomous
driving, and a lot of relevant research achievements have been made recently. Despite the …

Gradient-based Trajectory Optimization with Parallelized Differentiable Traffic Simulation

S Son, L Zheng, B Clipp, C Greenwell, S Philip… - arxiv preprint arxiv …, 2024‏ - arxiv.org
We present a parallelized differentiable traffic simulator based on the Intelligent Driver
Model (IDM), a car-following framework that incorporates driver behavior as key variables …

ModeSeq: Taming Sparse Multimodal Motion Prediction with Sequential Mode Modeling

Z Zhou, H Zhou, H Hu, Z Wen, J Wang, YH Li… - arxiv preprint arxiv …, 2024‏ - arxiv.org
Anticipating the multimodality of future events lays the foundation for safe autonomous
driving. However, multimodal motion prediction for traffic agents has been clouded by the …