Testing of autonomous driving systems: where are we and where should we go?

G Lou, Y Deng, X Zheng, M Zhang… - Proceedings of the 30th …, 2022 - dl.acm.org
Autonomous driving has shown great potential to reform modern transportation. Yet its
reliability and safety have drawn a lot of attention and concerns. Compared with traditional …

Domain knowledge distillation from large language model: An empirical study in the autonomous driving domain

Y Tang, AAB Da Costa, X Zhang… - 2023 IEEE 26th …, 2023 - ieeexplore.ieee.org
Engineering knowledge-based (or expert) systems require extensive manual effort and
domain knowledge. As Large Language Models (LLMs) are trained using an enormous …

Simulation-based Validation for Autonomous Driving Systems

C Li, J Sifakis, Q Wang, R Yan, J Zhang - Proceedings of the 32nd ACM …, 2023 - dl.acm.org
We investigate a rigorous simulation and testing-based validation method for autonomous
driving systems that integrates an existing industrial simulator and a formally defined testing …

Target: Automated scenario generation from traffic rules for testing autonomous vehicles

Y Deng, J Yao, Z Tu, X Zheng, M Zhang… - arxiv preprint arxiv …, 2023 - arxiv.org
Ensuring the safety and robustness of autonomous driving systems (ADSs) is imperative.
One of the crucial methods towards this assurance is the meticulous construction and …