├── LICENSE ├── README.md ├── dataloaders ├── __pycache__ │ ├── dataset_loader.cpython-37.pyc │ ├── dataset_loader.cpython-38.pyc │ └── mnist_loader.cpython-38.pyc ├── adult_loader.py ├── adult_process.py ├── dataset_loader.py └── mnist_loader.py ├── metrics ├── Accuracy.py ├── Average.py ├── BCR.py ├── CV.py ├── CalibrationNeg.py ├── CalibrationPos.py ├── DIAvgAll.py ├── DIBinary.py ├── Diff.py ├── EqOppo_fn_diff.py ├── EqOppo_fn_ratio.py ├── EqOppo_fp_diff.py ├── EqOppo_fp_ratio.py ├── FNR.py ├── FPR.py ├── FilterSensitive.py ├── MCC.py ├── Metric.py ├── README.md ├── Ratio.py ├── SensitiveMetric.py ├── TNR.py ├── TPR.py ├── __init__.py ├── __pycache__ │ ├── Accuracy.cpython-36.pyc │ ├── Accuracy.cpython-37.pyc │ ├── Accuracy.cpython-38.pyc │ ├── Average.cpython-36.pyc │ ├── Average.cpython-37.pyc │ ├── Average.cpython-38.pyc │ ├── BCR.cpython-36.pyc │ ├── BCR.cpython-37.pyc │ ├── BCR.cpython-38.pyc │ ├── CV.cpython-36.pyc │ ├── CV.cpython-37.pyc │ ├── CV.cpython-38.pyc │ ├── CalibrationNeg.cpython-36.pyc │ ├── CalibrationNeg.cpython-37.pyc │ ├── CalibrationNeg.cpython-38.pyc │ ├── CalibrationPos.cpython-36.pyc │ ├── CalibrationPos.cpython-37.pyc │ ├── CalibrationPos.cpython-38.pyc │ ├── DIAvgAll.cpython-36.pyc │ ├── DIAvgAll.cpython-37.pyc │ ├── DIAvgAll.cpython-38.pyc │ ├── DIBinary.cpython-36.pyc │ ├── DIBinary.cpython-37.pyc │ ├── DIBinary.cpython-38.pyc │ ├── Diff.cpython-36.pyc │ ├── Diff.cpython-37.pyc │ ├── Diff.cpython-38.pyc │ ├── EqOppo_fn_diff.cpython-36.pyc │ ├── EqOppo_fn_diff.cpython-37.pyc │ ├── EqOppo_fn_diff.cpython-38.pyc │ ├── EqOppo_fn_ratio.cpython-36.pyc │ ├── EqOppo_fn_ratio.cpython-37.pyc │ ├── EqOppo_fn_ratio.cpython-38.pyc │ ├── EqOppo_fp_diff.cpython-36.pyc │ ├── EqOppo_fp_diff.cpython-37.pyc │ ├── EqOppo_fp_diff.cpython-38.pyc │ ├── EqOppo_fp_ratio.cpython-36.pyc │ ├── EqOppo_fp_ratio.cpython-37.pyc │ ├── EqOppo_fp_ratio.cpython-38.pyc │ ├── FNR.cpython-36.pyc │ ├── FNR.cpython-37.pyc │ ├── FNR.cpython-38.pyc │ ├── FPR.cpython-36.pyc │ ├── FPR.cpython-37.pyc │ ├── FPR.cpython-38.pyc │ ├── FilterSensitive.cpython-36.pyc │ ├── FilterSensitive.cpython-37.pyc │ ├── FilterSensitive.cpython-38.pyc │ ├── MCC.cpython-36.pyc │ ├── MCC.cpython-37.pyc │ ├── MCC.cpython-38.pyc │ ├── Metric.cpython-36.pyc │ ├── Metric.cpython-37.pyc │ ├── Metric.cpython-38.pyc │ ├── Ratio.cpython-36.pyc │ ├── Ratio.cpython-37.pyc │ ├── Ratio.cpython-38.pyc │ ├── SensitiveMetric.cpython-36.pyc │ ├── SensitiveMetric.cpython-37.pyc │ ├── SensitiveMetric.cpython-38.pyc │ ├── TNR.cpython-36.pyc │ ├── TNR.cpython-37.pyc │ ├── TNR.cpython-38.pyc │ ├── TPR.cpython-36.pyc │ ├── TPR.cpython-37.pyc │ ├── TPR.cpython-38.pyc │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── __init__.cpython-38.pyc │ ├── list.cpython-36.pyc │ ├── list.cpython-37.pyc │ ├── list.cpython-38.pyc │ ├── utils.cpython-36.pyc │ ├── utils.cpython-37.pyc │ └── utils.cpython-38.pyc ├── list.py └── utils.py ├── models ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-37.pyc │ ├── __init__.cpython-38.pyc │ ├── model_cfair.cpython-37.pyc │ ├── model_cfair.cpython-38.pyc │ ├── model_conv.cpython-37.pyc │ ├── model_conv.cpython-38.pyc │ ├── model_ffvae.cpython-37.pyc │ ├── model_ffvae.cpython-38.pyc │ ├── model_laftr.cpython-37.pyc │ ├── model_laftr.cpython-38.pyc │ ├── model_mlp.cpython-37.pyc │ ├── model_mlp.cpython-38.pyc │ ├── model_mubal.cpython-37.pyc │ └── model_mubal.cpython-38.pyc ├── ablations │ ├── __init__.py │ ├── model_ffvae_cfair.py │ └── model_ffvae_laftr.py ├── model_cfair.py ├── model_conv.py ├── model_ffvae.py ├── model_laftr.py └── model_mlp.py ├── requirements.txt ├── scripts ├── Adult │ └── settings12 │ │ ├── cfair_multiple_launcher.py │ │ ├── ffvae_multiple_launcher.py │ │ ├── laftr_multiple_launcher.py │ │ └── mlp_multiple_launcher.py ├── CIMNIST │ ├── settings12 │ │ ├── cfair_multiple_launcher.py │ │ ├── ffvae_multiple_launcher.py │ │ ├── laftr_multiple_launcher.py │ │ └── mlp_conv_multiple_launcher.py │ └── settings34 │ │ ├── cfair_multiple_launcher.py │ │ ├── ffvae_multiple_launcher.py │ │ ├── laftr_multiple_launcher.py │ │ └── mlp_conv_multiple_launcher.py ├── ablations │ ├── dataset_replication │ │ ├── conv_multiple_launcher.py │ │ └── laftr_multiple_launcher.py │ └── ffvae_ablations │ │ ├── ffvae_cfair_multiple_launcher.py │ │ └── ffvae_laftr_multiple_launcher.py ├── plots_tables │ ├── csvs │ │ ├── adult.csv │ │ ├── mnist.csv │ │ └── parse_csv.py │ ├── plots │ │ ├── barplots_adult.py │ │ ├── barplots_mnist.py │ │ ├── heatmap_corr.py │ │ ├── heatmap_std_adult.py │ │ └── heatmap_std_mnist.py │ └── tables │ │ └── get_tables.py ├── slurm_launcher.sh └── wandb_init.json ├── train ├── __pycache__ │ └── train_mlp.cpython-38.pyc ├── execute.py └── train.py └── utils ├── __init__.py ├── __pycache__ ├── __init__.cpython-37.pyc ├── log_utils.cpython-37.pyc └── options.cpython-37.pyc ├── early_stopping.py ├── log_utils.py ├── media ├── metrics.png ├── results_adult.PNG └── results_mnist.PNG 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