Nicole Mitchell

Learning with User-Level Differential Privacy Under Fixed Compute Budgets

2025

We investigate practical and scalable algorithms for training machine learning models with user-level differential privacy (DP) in order to provably safeguard all the examples contributed by each user. Motivated by the application of large language …