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Sensitive Subspace Robustness (SenSR)

Code for ICLR 2020 paper Training individually fair ML models with Sensitive Subspace Robustness.

sentiment.py script demonstrates how to use SenSR to eliminate gender and racial biases in sentiment prediction task described in http://blog.conceptnet.io/posts/2017/how-to-make-a-racist-ai-without-really-trying/

adult.py script demonstrates how to use SenSR to eliminate gender and racial biases for the task of high or low income prediction based on Census data: https://archive.ics.uci.edu/ml/datasets/Adult