Noise-Aware Differentially Private Variational Inference

Talal Alrawajfeh, Joonas Jälkö, Antti Honkela

Differential privacy (DP) provides robust privacy guarantees for statistical inference, but this can lead to unreliable results and biases in downstream applications. While several…