Long-term Fair Decision Making Through Deep Generative Models

This is the Pytorch implementation of Long-term Fair Decision Making Through Deep Generative Models. This paper proposes a 3-phase framework to achieve long-term fairness, which is illustrated in the following.

Requirements

System requirements

The following environment was used to conduct our experiments.

• Ubuntu 18.04
• CUDA 11.7
• Python 3.9.7

Python environment

To install package requirements:

pip install -r requirements.txt

Run the experiments

We have placed my experimental codes in the directory experiments. Just run the file SimLoan-DeepLF.ipynb and Taiwan-DeepLF.ipynb.