@article{continuoustimereinforcementlearningellip, title = {Continuous-time reinforcement learning: ellipticity enables model-free value function approximation}, author = {Wenlong Mou}, year = {2026}, eprint = {2602.06930}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.06930}, }