Generalization Bounds: Perspectives from Information Theory and PAC-Bayes

Cite

Text

Hellström et al. "Generalization Bounds: Perspectives from Information Theory and PAC-Bayes." Foundations and Trends in Machine Learning, 2025. doi:10.1561/2200000112

Markdown

[Hellström et al. "Generalization Bounds: Perspectives from Information Theory and PAC-Bayes." Foundations and Trends in Machine Learning, 2025.](https://mlanthology.org/ftml/2025/hellstrom2025ftml-generalization/) doi:10.1561/2200000112

BibTeX

@article{hellstrom2025ftml-generalization,
  title     = {{Generalization Bounds: Perspectives from Information Theory and PAC-Bayes}},
  author    = {Hellström, Fredrik and Durisi, Giuseppe and Guedj, Benjamin and Raginsky, Maxim},
  journal   = {Foundations and Trends in Machine Learning},
  year      = {2025},
  pages     = {1-223},
  doi       = {10.1561/2200000112},
  volume    = {18},
  url       = {https://mlanthology.org/ftml/2025/hellstrom2025ftml-generalization/}
}