Third-order Smoothness Helps: Faster Stochastic Optimization Algorithms for Finding Local Minima

Yaodong Yu, Pan Xu, Quanquan Gu. Third-order Smoothness Helps: Faster Stochastic Optimization Algorithms for Finding Local Minima. In Samy Bengio, Hanna M. Wallach, Hugo Larochelle, Kristen Grauman, Nicolò Cesa-Bianchi, Roman Garnett, editors, Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, NeurIPS 2018, 3-8 December 2018, Montréal, Canada. pages 4530-4540, 2018. [doi]

@inproceedings{YuXG18,
  title = {Third-order Smoothness Helps: Faster Stochastic Optimization Algorithms for Finding Local Minima},
  author = {Yaodong Yu and Pan Xu and Quanquan Gu},
  year = {2018},
  url = {http://papers.nips.cc/paper/7704-third-order-smoothness-helps-faster-stochastic-optimization-algorithms-for-finding-local-minima},
  researchr = {https://researchr.org/publication/YuXG18},
  cites = {0},
  citedby = {0},
  pages = {4530-4540},
  booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, NeurIPS 2018, 3-8 December 2018, Montréal, Canada},
  editor = {Samy Bengio and Hanna M. Wallach and Hugo Larochelle and Kristen Grauman and Nicolò Cesa-Bianchi and Roman Garnett},
}