SGD: The Role of Implicit Regularization, Batch-size and Multiple-epochs

Ayush Sekhari, Karthik Sridharan, Satyen Kale. SGD: The Role of Implicit Regularization, Batch-size and Multiple-epochs. In Marc'Aurelio Ranzato, Alina Beygelzimer, Yann N. Dauphin, Percy Liang, Jennifer Wortman Vaughan, editors, Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual. pages 27422-27433, 2021. [doi]

@inproceedings{SekhariSK21,
  title = {SGD: The Role of Implicit Regularization, Batch-size and Multiple-epochs},
  author = {Ayush Sekhari and Karthik Sridharan and Satyen Kale},
  year = {2021},
  url = {https://proceedings.neurips.cc/paper/2021/hash/e64c9ec33f19c7de745bd6b6d1a7a86e-Abstract.html},
  researchr = {https://researchr.org/publication/SekhariSK21},
  cites = {0},
  citedby = {0},
  pages = {27422-27433},
  booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual},
  editor = {Marc'Aurelio Ranzato and Alina Beygelzimer and Yann N. Dauphin and Percy Liang and Jennifer Wortman Vaughan},
}