%0 Computer Program %A Dekker, Florine %A Erkin, Zekeriya %A Conti, Mauro %D 2025 %T Source code underlying the publication: Topology-Based Reconstruction Prevention for Decentralised Learning %U %R 10.4121/21572601.v2 %K reconstruction attacks %K statistical disclosure %K decentralised learning %K privacy-preserving summation %K graph girth %X
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.