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#graph neural networks Open access Oct 2026

Structure-behavior integrated risk prediction of vehicle groups using Graph Neural Networks.

Accurate identification of vehicle-group-level traffic risk is important for intelligent transportation safety management. Existing risk-prediction studies have mainly focused on individual vehicles, pairwise interactions, or aggregated surrogate safety indicators, while the role of group-level structure-behavior coupl...

Jing Gan, Yao Wu, Da-Peng Zhang et al. · 0 citations
#artificial intelligence Preprint Oct 2026

How corner is a corner case? Percentile control for highway scenario generation

Generating corner-case scenarios with appropriate adversity in a simulation environment is critical for testing an autonomous vehicle (AV) software stack's safety performance before deployment. Existing autonomous-driving scenario generators can enforce specific behavior, adversity, or feasibility conditions, but they...

Jia-Xi Liu, Hang Zhou, Hang-Yu Li et al. · 0 citations
Preprint Sep 2026

V2X-WAM: A Cooperative World Action Model for End-to-End Autonomous Driving

Vehicle-infrastructure cooperation can complement onboard sensing with broader and more informative observations of the traffic environment, providing valuable support for end-to-end autonomous driving. However, existing cooperative driving methods mainly exploit roadside information to enhance the representation of th...

Jun-Wei You, Wei-Zhe Tang, Can Wang et al. · 0 citations
2026

Cooperative Route Guidance and Flow Control for Mixed Networks Comprising Expressway and Arterial Network

To address the limitations of existing models for mixed networks comprising expressways and arterial regions, this study develops a unified modeling and control framework. First, within such a mixed network, the trip length characteristics of urban trips are analyzed, revealing marked differences in trip lengths betwee...

Yunran Di, Weihua Zhang, Heng Ding et al. · 0 citations

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