🏢 Bar-Ilan University
Plant-and-Steal: Truthful Fair Allocations via Predictions
·1745 words·9 mins·
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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
·583 words·3 mins·
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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.