@article{learningupperlowervalueenvelopestoshapeo,
  title = {Learning Upper Lower Value Envelopes to Shape Online RL: A Principled Approach},
  author = {Sebastian Reboul and Hélène Halconruy},
  year = {2025},
  eprint = {2510.19528},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.19528},
}