From high-dimensional & mean-field dynamics to dimensionless ODEs: A unifying approach to SGD in two-layers networks

Luca Arnaboldi 0002, Ludovic Stephan, Florent Krzakala, Bruno Loureiro. From high-dimensional & mean-field dynamics to dimensionless ODEs: A unifying approach to SGD in two-layers networks. In Gergely Neu, Lorenzo Rosasco, editors, The Thirty Sixth Annual Conference on Learning Theory, 12-15 July 2023, Bangalore, India. Volume 195 of Proceedings of Machine Learning Research, pages 1199-1227, PMLR, 2023. [doi]

@inproceedings{0002SKL23,
  title = {From high-dimensional & mean-field dynamics to dimensionless ODEs: A unifying approach to SGD in two-layers networks},
  author = {Luca Arnaboldi 0002 and Ludovic Stephan and Florent Krzakala and Bruno Loureiro},
  year = {2023},
  url = {https://proceedings.mlr.press/v195/arnaboldi23a.html},
  researchr = {https://researchr.org/publication/0002SKL23},
  cites = {0},
  citedby = {0},
  pages = {1199-1227},
  booktitle = {The Thirty Sixth Annual Conference on Learning Theory, 12-15 July 2023, Bangalore, India},
  editor = {Gergely Neu and Lorenzo Rosasco},
  volume = {195},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}