@article{graphcontextualreinforcementlearningfore, title = {Graph Contextual Reinforcement Learning for Efficient Directed Controller Synthesis}, author = {Toshihide Ubukata and Enhong Mu and Takuto Yamauchi and Mingyue Zhang and Jialong Li and Kenji Tei}, year = {2025}, eprint = {2512.15295}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.15295}, }