@article{asymptoticallyoptimalregretforreinforcem,
  title = {Asymptotically Optimal Regret for Reinforcement Learning without Horizon Dependence},
  author = {Runlong Zhou and Zihan Zhang and Maryam Fazel and Simon S. Du},
  year = {2026},
  eprint = {2607.19854},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2607.19854},
}