This folder is a direct copy of the following github:

https://github.com/niklasnolte/monotonic_tests

It was modified for our purpose by adding and changing some features. We deleted files and parts that were not used in our experiments to keep the folder concise and clear.

First of all, please DOWNLOAD the needed datasets in the folder "data". This can be executed by copying the folder "data" of https://github.com/niklasnolte/monotonic_tests to the folder.

Brief overview:

1. "env.yml" contains modules and their version to create a virtual environment where this code can be executed.

2. "BLNN.py" contains the architecture.

3. "compas.py", "blogfeedback.py", "loan.py", "heart_disease.py", "auto_mpg.py", "CIFAR101.py" were used for the experiments.

To reproduce the experiments of Table 3, run the above-mentioned codes with the same name as the dataset.
