@article{simpleregretforinfinitelymanyarmed,
  title = {Simple regret for infinitely many armed bandits},
  author = {Alexandra Carpentier and Michal Valko},
  year = {2015},
  eprint = {1505.04627},
  archivePrefix = {arXiv},
  url = {http://arxiv.org/abs/1505.04627v1},
}