@article{simpleregretminimizationforcontextual,
  title = {Simple Regret Minimization for Contextual Bandits},
  author = {Aniket Anand Deshmukh and Srinagesh Sharma and James W. Cutler and Mark Moldwin and Clayton Scott},
  year = {2018},
  eprint = {1810.07371},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/1810.07371v2},
}