1 citations · 1 across the 6 of their papers we have counts for
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Sample Complexity of Peer Prediction
Abdellah Aznag, Robin Bowers, Rachel Cummings +3
Peer prediction seeks to incentivize agents to truthfully report an observed signal by rewarding joint sets of reports without observing a ground truth. Following the generalizatio…
A Complexity Measure for Active Learning in Multi-group Mean Estimation
Abdellah Aznag, Rachel Cummings, Adam N. Elmachtoub
We study a \emph{max-risk} objective for active learning in a multi-group mean estimation -armed bandits: a learner adaptively allocates a budget of samples across group…
Integrating Feature Correlation in Differential Privacy with Applications in DP-ERM
Tianyu Wang, Luhao Zhang, Rachel Cummings
Standard differential privacy imposes uniform privacy constraints across all features, overlooking the inherent distinction between sensitive and insensitive features in practice.…