Private Hyperparameter Tuning with Ex-Post Guarantee - Ghazi, Badih; Kamath, Pritish; Knop, Alexander; Kumar, Ravi; Manurangsi, Pasin; Zhang, Chiyuan (Advances in Neural Information Processing Systems, 2025)