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Differentially Private Fine-tuning of Language Models

The Role of Adaptive Optimizers for Honest Private Hyperparameter Selection

Don’t Generate Me: Training Differentially Private Generative Models with Sinkhorn Divergence

Enabling Fast Differentially Private SGD via Just-in-Time Compilation and Vectorization

Remember What You Want to Forget: Algorithms for Machine Unlearning

PAPRIKA: Private Online False Discovery Rate Control

On the Sample Complexity of Privately Learning Unbounded High-Dimensional Gaussians

Random Restrictions of High-Dimensional Distributions and Uniformity Testing with Subcube Conditioning

CoinPress: Practical Private Mean and Covariance Estimation

Private Identity Testing for High-Dimensional Distributions