Release Notes

1.1.0

Release date: April 22, 2023

New Features and Enhancements:

  • Enhanced bias mitigation to avoid solutions with levelling down (that is, making outcomes worse for) one or more groups to achieve fairness metric rate parity.

  • Added warm starting mechanism to bias mitigation to reduce the time required to find high-quality solution trade-offs.

  • Replaced AIF360 rate-based fairness metrics with in-house ones to improve running times.

1.0.1

Release date: December 8, 2023

Bug Fixes:

  • Fixed a bug in the rate-based fairness metrics that caused them to report incomplete results when using reduction=None.

1.0.0

Release date: Oct 13, 2023

New Features and Enhancements:

  • Initial repository.