Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble Framework

1 code implementation • 27 Sep 2021 • Matan Halevy, Camille Harris, Amy Bruckman, Diyi Yang, Ayanna Howard

While previous work has focused on a single fairness criteria, we propose to use additional descriptive fairness metrics to better understand the source of these biases.

Descriptive Fairness

A Bayesian Framework for Nash Equilibrium Inference in Human-Robot Parallel Play

no code implementations • 10 Jun 2020 • Shray Bansal, Jin Xu, Ayanna Howard, Charles Isbell

We showed that using a Bayesian approach to infer the equilibrium enables the robot to complete the task with less than half the number of collisions while also reducing the task execution time as compared to the best baseline.