Ctrl K

Source code underlying the publication: Topology-Based Reconstruction Prevention for Decentralised Learning

Source code underlying the publication: Topology-Based Reconstruction Prevention for Decentralised Learning

3
contributors

Description

MATLAB code to reproduce results presented in the paper "Topology-Based Reconstruction Prevention for Decentralised Learning".

The source code is available as a git repository. Cached computation results are available as additional files.

Git repository

The git repository has two parts:

  • FeasibilitySim contains the source code of the experiments from Section 4.4. Its main script is FeasibilitySim.m.

  • PerformanceSim contains the source code of the experiments from Section 5.5. Its main script is PerformanceSim.m.

The parts are described in more detail in the file README.md in their respective folders.

Detailed usage instructions for both parts are available in the file ARTIFACT-EVALUATION.md.

Files

Cached computation results are optionally available, with filenames ending in .cache.zip. These allow inspecting the exact outputs without the need to re-run the computationally intensive experiments. Detailed usage instructions are available in the file ARTIFACT-EVALUATION.md inside the git repository.

Logo of Source code underlying the publication: Topology-Based Reconstruction Prevention for Decentralised Learning
Keywords
decentralised learning
graph girth
privacy-preserving summation
reconstruction attacks
statistical disclosure
Programming languages
License
  • CC-BY-SA-4.0
</>Source code
Packages

Reference papers

Contributors

FD

Member of community

4TU