@article{ethicsawaresafereinforcementlearningforr, title = {Ethics-Aware Safe Reinforcement Learning for Rare-Event Risk Control in Interactive Urban Driving}, author = {Dianzhao Li and Ostap Okhrin}, year = {2025}, eprint = {2508.14926}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.14926}, }