Private Hyperparameter Tuning with Ex-Post Guarantee

NeurIPSSpotlight2025

Authors
Badih Ghazi, Pritish Kamath, Alexander Knop, Ravi Kumar, Pasin Manurangsi, Chiyuan Zhang
Venue
NeurIPS 2025
Track
Spotlight

TL;DR

The conventional approach in differential privacy (DP) literature formulates the privacy-utility tradeoff with a "privacy-first" perspective: for a predetermined level of privacy, a certain utility i…

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Topics

differential privacy privacy

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