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🏢 Bar-Ilan University

Plant-and-Steal: Truthful Fair Allocations via Predictions
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AI Theory Fairness 🏢 Bar-Ilan University
Learning-augmented mechanisms for fair allocation achieve constant-factor approximation with accurate predictions and near-optimal approximation even with inaccurate ones.
Differentially Private Equivalence Testing for Continuous Distributions and Applications
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AI Generated AI Theory Privacy 🏢 Bar-Ilan University
First differentially private algorithm for testing equivalence between continuous distributions, enabling privacy-preserving comparisons of sensitive data.