Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD

Matthew Faw, Litu Rout, Constantine Caramanis, Sanjay Shakkottai. Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD. 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 89-160, PMLR, 2023. [doi]

@inproceedings{FawRCS23,
  title = {Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD},
  author = {Matthew Faw and Litu Rout and Constantine Caramanis and Sanjay Shakkottai},
  year = {2023},
  url = {https://proceedings.mlr.press/v195/faw23a.html},
  researchr = {https://researchr.org/publication/FawRCS23},
  cites = {0},
  citedby = {0},
  pages = {89-160},
  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},
}