Reinforcement Learning With Partial Online State Information in POMDPs: Regret Bounds and Limits

Ming Shi 0003, Yingbin Liang, Ness B. Shroff. Reinforcement Learning With Partial Online State Information in POMDPs: Regret Bounds and Limits. IEEE Transactions on Information Theory, 72(7):4895-4925, July 2026. [doi]

@article{ShiLS26,
  title = {Reinforcement Learning With Partial Online State Information in POMDPs: Regret Bounds and Limits},
  author = {Ming Shi 0003 and Yingbin Liang and Ness B. Shroff},
  year = {2026},
  month = {July},
  doi = {10.1109/TIT.2026.3694700},
  url = {https://doi.org/10.1109/TIT.2026.3694700},
  researchr = {https://researchr.org/publication/ShiLS26},
  cites = {0},
  citedby = {0},
  journal = {IEEE Transactions on Information Theory},
  volume = {72},
  number = {7},
  pages = {4895-4925},
}