Implicit Bias of Gradient Descent for Wide Two-layer Neural Networks Trained with the Logistic Loss

Lénaïc Chizat, Francis Bach. Implicit Bias of Gradient Descent for Wide Two-layer Neural Networks Trained with the Logistic Loss. In Jacob D. Abernethy, Shivani Agarwal 0001, editors, Conference on Learning Theory, COLT 2020, 9-12 July 2020, Virtual Event [Graz, Austria]. Volume 125 of Proceedings of Machine Learning Research, pages 1305-1338, PMLR, 2020. [doi]

@inproceedings{ChizatB20,
  title = {Implicit Bias of Gradient Descent for Wide Two-layer Neural Networks Trained with the Logistic Loss},
  author = {Lénaïc Chizat and Francis Bach},
  year = {2020},
  url = {http://proceedings.mlr.press/v125/chizat20a.html},
  researchr = {https://researchr.org/publication/ChizatB20},
  cites = {0},
  citedby = {0},
  pages = {1305-1338},
  booktitle = {Conference on Learning Theory, COLT 2020, 9-12 July 2020, Virtual Event [Graz, Austria]},
  editor = {Jacob D. Abernethy and Shivani Agarwal 0001},
  volume = {125},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}