@inproceedings{maiti2026efficient,
 archiveprefix = {arXiv},
 arxiv = {https://arxiv.org/abs/2602.21436},
 author = {Arnab Maiti and Claire Zhang and Kevin Jamieson and Jamie Morgenstern and Ioannis Panageas and Lillian Ratliff},
 booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},
 eprint = {2602.21436},
 title = {{Efficient Uncoupled Learning Dynamics with $O(T^{-1/4})$ Last-Iterate Convergence in Bilinear Saddle-Point Problems over Convex Sets under Bandit Feedback}},
 url = {https://par.nsf.gov/biblio/10681882},
 year = {2026}
}