@article{smallstepsnomoreglobalconvergenceof, title = {Small steps no more: Global convergence of stochastic gradient bandits for arbitrary learning rates}, author = {Jincheng Mei and Bo Dai and Alekh Agarwal and Sharan Vaswani and Anant Raj and Csaba Szepesvari and Dale Schuurmans}, year = {2025}, eprint = {2502.07141}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.07141v1}, }