Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates

Jeffrey Negrea, Mahdi Haghifam, Gintare Karolina Dziugaite, Ashish Khisti, Daniel M. Roy 0001. Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates. In Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alché-Buc, Edward A. Fox, Roman Garnett, editors, Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada. pages 11013-11023, 2019. [doi]

@inproceedings{NegreaHDK019,
  title = {Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates},
  author = {Jeffrey Negrea and Mahdi Haghifam and Gintare Karolina Dziugaite and Ashish Khisti and Daniel M. Roy 0001},
  year = {2019},
  url = {http://papers.nips.cc/paper/9282-information-theoretic-generalization-bounds-for-sgld-via-data-dependent-estimates},
  researchr = {https://researchr.org/publication/NegreaHDK019},
  cites = {0},
  citedby = {0},
  pages = {11013-11023},
  booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada},
  editor = {Hanna M. Wallach and Hugo Larochelle and Alina Beygelzimer and Florence d'Alché-Buc and Edward A. Fox and Roman Garnett},
}