Astraea: Grammar-Based Fairness Testing

Software often produces biased outputs. In particular, machine learning (ML) based software is known to produce erroneous predictions when processing discriminatory inputs . Such unfair program behavior can be caused by societal bias. In the last few years, Amazon, Microsoft and Google have provided...

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