Differentially Private Bayesian Neural Networks on Accuracy, Privacy and Reliability

no code implementations • 18 Jul 2021 • Qiyiwen Zhang, Zhiqi Bu, Kan Chen, Qi Long

Interestingly, we show a new equivalence between DP-SGD and DP-SGLD, implying that some non-Bayesian DP training naturally allows for uncertainty quantification.

Uncertainty Quantification