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cs.LG2024
Dimension-free Private Mean Estimation for Anisotropic Distributions
Yuval Dagan, Michael I. Jordan, Xuelin Yang +2
We present differentially private algorithms for high-dimensional mean estimation. Previous private estimators on distributions over suffer from a curse of dimension…
cs.LG2024★ 1 cited
Fairness-Aware Meta-Learning via Nash Bargaining
Yi Zeng, Xuelin Yang, Li Chen +4
To address issues of group-level fairness in machine learning, it is natural to adjust model parameters based on specific fairness objectives over a sensitive-attributed validation…