78 citations · 174 across the 18 of their papers we have counts for
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cs.LG2022★ 1 cited
What is Proxy Discrimination?
Michael Carl Tschantz
The near universal condemnation of proxy discrimination hides a disagreement over what it is. This work surveys various notions of proxy and proxy discrimination found in prior wor…
cs.LG2018★ 22 cited
Avoiding Disparity Amplification under Different Worldviews
Samuel Yeom, Michael Carl Tschantz
We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. Using the theoretical…