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MDAI-2026---Structural-Compression-of-Ensemble-Models-via-Evolutionary-Algorithms

Requirements

Run juliaup add 1.12 to install the specific version of Julia we used to execute the experiments.

Usage

cd OptimizerTrees

Open a terminal in this folder, and open a new Julia session by running:

julia +1.12

You could even set the version 1.12 to be the default one by running juliaup default 1.12 and, then, simply julia.

Now, activate the reproducibility environment by pressing ]. You should see a pkg> tag appearing, and you need to execute the following command for activating the project's environment:

activate .

To install all the necessary dependencies, run:

instantiate

You can run experiments for a specific part of the table by executing:

include("test/experiment_[X].jl")

Replace [X] with the desired table identifier:

[X] Description
stage1_only First part
stage2_only Second part
stage3_only Third part
stage12_only First and Second parts
stage13_only First and Third parts
stage23_only Second and Third parts
full_pipeline All three parts

This script generates a readable TXT file used to populate the tables in our paper.

Other Notes

To know more about one specific method, run:

? <methodname>

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MDAI 2026 - Structural Compression of Ensemble Models via Evolutionary Algorithms

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