davidedomini / coordination-2024-artefact-pm10

coordination-2024-artefact-pm10

This repository contains the artefact associated with the regular paper entitled "Field-based Coordination for Federated Learning" and submitted at COORDINATION'24. More specifically, this artefact can be used to reproduce the experiments illustrated in the paper and related to PM10 Air Quality simulations.

How to use

To reproduce the experiments, the following steps are needed:

• Install Docker on your machine;
• Clone this repository: git clone [email protected]:davidedomini/coordination-2024-artefact-pm10.git
• Move inside the repository;
• Execute the command: docker compose up
• Since reproducing all the learning steps could be very time consuming (~3 hours) on a normal machine we already provided the data exported from the learning. In this way it is possible to regenerate only the charts executing the following command: docker compose run --no-deps charts

Authors:

• Davide Domini
• Gianluca Aguzzi
• Lukas Esterle
• Mirko Viroli