2025
Private Hyperparameter Tuning with Ex-Post Guarantee
NeurIPS 2025spotlight
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 is achievable. However, practitioners often operate under a "utility-first" paradigm, prioritizing a…