Dekker, Florine; Erkin, Zekeriya; Conti, Mauro (2023): Dataset underlying the publication: Topology-Based Reconstruction Prevention for Decentralised Learning. Version 1. 4TU.ResearchData. dataset. https://doi.org/10.4121/21572601.v1

x choose version: version 2 - 2025-01-13 (latest)

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Categories

• Artificial Intelligence and Image Processing
• Other Information and Computing Sciences
• Distributed Computing
• Information and Computing Sciences

Keywords

composability federated learning graph theory multi-party computation reconstruction attack statistical disclosure

Licence

CC BY-SA 4.0

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by Florine Dekker , Zekeriya Erkin , Mauro Conti

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

This repository contains the source code of two experiments:

* `FeasibilitySim.zip` contains the source code of the experiments from Section 4. Its main script is `FeasibilitySim.m`.

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

The main scripts in the respective archives contain more detailed usage instructions.

History

• 2023-12-18 first online, published, posted

Publisher

4TU.ResearchData

Format

MATLAB code

Associated peer-reviewed publication

Topology-Based Reconstruction Prevention for Decentralised Learning

Organizations

TU Delft, Faculty of Electrical Engineering, Mathematics and Computer Science, Department of Intelligent Systems