1 code implementation • 20 Jan 2022 • Andrew Stolman, Caleb Levy, C. Seshadhri, Aneesh Sharma
In this work, we provide an empirical and theoretical analysis for the performance of a class of embeddings on the common task of pairwise community labeling.
1 code implementation • 31 Oct 2020 • Jialu Wang, Yang Liu, Caleb Levy
We begin by presenting analytical results which show that naively imposing parity constraints on demographic disparity measures, without accounting for heterogeneous and group-dependent error rates, can decrease both the accuracy and the fairness of the resulting classifier.