@article{almostsureconvergenceratesand,
  title = {Almost Sure Convergence Rates and Concentration of Stochastic Approximation and Reinforcement Learning with Markovian Noise},
  author = {Xiaochi Qian and Zixuan Xie and Xinyu Liu and Shangtong Zhang},
  year = {2024},
  eprint = {2411.13711},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2411.13711v1},
}