# Sensitive Subspace Robustness (SenSR) 

Code for ICLR 2020 paper [Training individually fair ML models with Sensitive Subspace Robustness](https://arxiv.org/pdf/1907.00020.pdf).

```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
