@inproceedings{contextualbanditswithsurrogatelosses,
  title = {Contextual bandits with surrogate losses: Margin bounds and efficient algorithms},
  author = {Dylan J. Foster and Akshay Krishnamurthy},
  year = {2018},
  booktitle = {NeurIPS 2018 12},
  eprint = {1806.10745},
  archivePrefix = {arXiv},
  url = {http://arxiv.org/abs/1806.10745v2},
}