@misc{liu2026nearoptimal,
 archiveprefix = {arXiv},
 author = {Junyan Liu and Haipeng Luo and Lillian J. Ratliff and Zihan Zhang},
 eprint = {2611.01649},
 primaryclass = {cs.LG},
 title = {Near-Optimal $\sqrt{K}$-Regret for Online Learning in Uninformed {Markov} Games},
 url = {https://arxiv.org/abs/2611.01649},
 year = {2026}
}