@article{machinelearningapproximationalgorithmsfo,
  title = {Machine learning approximation algorithms for high-dimensional fully nonlinear partial differential equations and second-order backward stochastic differential equations},
  author = {Christian Beck and Weinan E and Arnulf Jentzen},
  year = {2017},
  eprint = {1709.05963},
  archivePrefix = {arXiv},
  url = {http://arxiv.org/abs/1709.05963v1},
}