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Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors (ICLR 2023)

Our paper: Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors.

If you use the code in our repository, please cite the paper:

@inproceedings{tang2023tier,
    title     = {Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors},
    author    = {Tang, Zeyu and Chen, Yatong and Liu, Yang and Zhang, Kun},
    booktitle = {The Eleventh International Conference on Learning Representations},
    year      = {2023}
}

Requirements:

  • python >= 3.6.3
  • numpy >= 1.19.0
  • pandas >= 1.0.0
  • scipy >= 1.4.0
  • scikit-learn >= 0.22.0

To run the code:

python3 example_run.py

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Implementation of the paper "Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors", published in ICLR 2023.

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