Arbitrary Decisions are a Hidden Cost of Differentially Private Training

Bogdan Kulynych, Hsiang Hsu, Carmela Troncoso +1

Mechanisms used in privacy-preserving machine learning often aim to guarantee differential privacy (DP) during model training. Practical DP-ensuring training methods use randomizat…