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A Causal Perspective on Label Bias

Code to accompany: Vishwali Mhasawade, Alexander D'Amour, Stephen Pfohl. "A Causal Perspective on Label Bias", appearing at the 2023 NeurIPS Workshop on Algorithmic Fairness Through the Lens of Time.

The provided code replicates the synthetic data experiments described in the paper.

The library may be installed as a python package with all its dependencies by executing pip install . from the top-level directory.

To replicate the synthetic data experiment, execute colab/simulation_proxies.ipynb from a Jupyter Notebook environment.