Hausdorff Dimension, Heavy Tails, and Generalization in Neural Networks

Umut Simsekli, Ozan Sener, George Deligiannidis, Murat A. Erdogdu. Hausdorff Dimension, Heavy Tails, and Generalization in Neural Networks. In Hugo Larochelle, Marc'Aurelio Ranzato, Raia Hadsell, Maria-Florina Balcan, Hsuan-Tien Lin, editors, Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual. 2020. [doi]

@inproceedings{SimsekliSDE20,
  title = {Hausdorff Dimension, Heavy Tails, and Generalization in Neural Networks},
  author = {Umut Simsekli and Ozan Sener and George Deligiannidis and Murat A. Erdogdu},
  year = {2020},
  url = {https://proceedings.neurips.cc/paper/2020/hash/37693cfc748049e45d87b8c7d8b9aacd-Abstract.html},
  researchr = {https://researchr.org/publication/SimsekliSDE20},
  cites = {0},
  citedby = {0},
  booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual},
  editor = {Hugo Larochelle and Marc'Aurelio Ranzato and Raia Hadsell and Maria-Florina Balcan and Hsuan-Tien Lin},
}