GerryFairClassifier Pre and Postprocessing Equivalent

[firmai]

Is there pre and post-processing techniques available with respect to rich subgroup fairness. And is there any studies comparing model-agnostic methods with model-specific methods? I just can't imagine none existing, I have looked everywhere. Thanks.

[hoffmansc]

Regarding the first question, we only have an in-processing algorithm available for rich subgroup fairness.

As for the second question, there are a few comparison papers. For example, this one from fairness-comparison. Our paper also contains some results comparing the algorithms we have in AIF360.

You might have more luck with general informational questions by posting in our Slack.