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Found 3 papers, 1 papers with code
Conjugate Natural Selection
We prove that Fisher-Rao natural gradient descent (FR-NGD) optimally approximates the continuous time replicator equation (an essential model of evolutionary dynamics), and term this correspondence "conjugate natural selection".
Fairness Transferability Subject to Bounded Distribution Shift
Given an algorithmic predictor that is "fair" on some source distribution, will it still be fair on an unknown target distribution that differs from the source within some bound?
Unintended Selection: Persistent Qualification Rate Disparities and Interventions
Each agent alternately (1) receives a binary classification label $\hat{Y}$ (e. g., loan approval) from a Bayes-optimal machine learning classifier observing $X$ and (2) may update their qualification $Y$ by imitating successful strategies (e. g., seek a raise) within an isolated group $G$ of agents to which they belong.
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