Astraea: Grammar-based Fairness Testing

Understand

Software often produces biased outputs.

• In particular, machine learning (ML) based software are 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 software services that produce unfair outputs, mostly due to societal bias (e.g.