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Changxing Liu

4 accepted papers

2025

CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving

ICCV 2025poster

Vehicle-to-vehicle (V2V) cooperative autonomous driving holds great promise for improving safety by addressing the perception and prediction uncertainties inherent in single-agent systems. However, traditional cooperative methods are constrained by rigid collaboration protocols and limited generaliz…

2024

Editable Scene Simulation for Autonomous Driving via Collaborative LLM-Agents

CVPR 2024highlight

Scene simulation in autonomous driving has gained significant attention because of its huge potential for generating customized data. However existing editable scene simulation approaches face limitations in terms of user interaction efficiency multi-camera photo-realistic rendering and external dig…

2022

Graph Neural Network Based Relation Learning for Abnormal Perception Information Detection in Self-Driving Scenarios

ICRA 2022poster

Robustness and safety concerns of perception systems are of great importance for autonomous vehicle navigation applications. Recent researches demonstrate that the surrounding dynamic object detection results of current perception systems can be easily interfered or attacked to mislead the navigatio…

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