@inproceedings{liu2026online,
 archiveprefix = {arXiv},
 arxiv = {https://arxiv.org/abs/2602.07205},
 author = {Junyan Liu and Haipeng Luo and Zihan Zhang and Lillian J Ratliff},
 booktitle = {Conference on Learning Theory},
 eprint = {2602.07205},
 pdf = {https://arxiv.org/pdf/2602.07205},
 title = {{Online Learning for Uninformed Markov Games: Empirical Nash-Value Regret and Non-Stationarity Adaptation}},
 url = {https://arxiv.org/abs/2602.07205},
 year = {2026}
}