relativeflatnessandgeneralization

Experiments and implementations of the methods described in the paper "Relative Flatness and Generalization".

https://github.com/kampmichael/relativeflatnessandgeneralization

Science Score: 44.0%

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Repository

Experiments and implementations of the methods described in the paper "Relative Flatness and Generalization".

Basic Info
  • Host: GitHub
  • Owner: kampmichael
  • License: apache-2.0
  • Language: Python
  • Default Branch: main
  • Size: 446 KB
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  • Watchers: 3
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Created about 5 years ago · Last pushed about 2 years ago
Metadata Files
Readme License Citation

README.md

RelativeFlatnessAndGeneralization

This repository contains the code to compute the relative flatness measure and generalization bound described in the paper "Relative Flatness and Generalization" by Henning Petzka, Michael Kamp, Linara Adilova, Cristian Sminchisescu, Mario Boley. NeurIPS, 2021.

It also contains the code to reproduce the experiments in the paper.

If you use any of this code, please cite

Petzka, H., Kamp, M., Adilova, L., Sminchisescu, C., & Boley, M. (2021). Relative Flatness and Generalization. Advances in Neural Information Processing Systems, 34.

Bibtex:

bibtex @inproceedings{petzka2021relative, title={Relative Flatness and Generalization}, author={Petzka, Henning and Kamp, Michael and Adilova, Linara and Sminchisescu, Cristian and Boley, Mario}, booktitle={Advances in Neural Information Processing Systems}, publisher={Curran Associates, Inc.}, volume={34}, year={2021} }

Owner

  • Login: kampmichael
  • Kind: user

Citation (CITATION.cff)

authors:
  - family-names: Adilova
    given-names: Linara
    orcid: "https://orcid.org/0000-0003-0689-6138"
  - family-names: Kamp
    given-names: Michael
    orcid: "https://orcid.org/0000-0001-6231-0694"
  - family-names: Petzka
    given-names: Henning
cff-version: 1.2.0
message: "If you use this software, please cite the article from preferred-citation."
preferred-citation:
  authors:
    - family-names: Petzka
      given-names: Henning
    - family-names: Kamp
      given-names: Michael
    - family-names: Adilova
      given-names: Linara
    - family-names: Sminchisescu
      given-names: Cristian
    - family-names: Boley
      given-names: Mario
  title: "Relative Flatness and Generalization"
  type: conference-paper
  year: 2021
  publisher: Curran Associates, Inc.
  conference: Advances in Neural Information Processing Systems
title: "Relative Flatness and Generalization"

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