@article{oracletscoracleinformedrewardhurdleandun, title = {OracleTSC: Oracle-Informed Reward Hurdle and Uncertainty Regularization for Traffic Signal Control}, author = {Darryl Jacob and Xinyu Liu and Muchao Ye and Xiaoyong Yuan and Pan He}, year = {2026}, eprint = {2605.08516}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.08516}, }