2021
Tempered Sigmoid Activations for Deep Learning with Differential Privacy
AAAI 2021technical
Because learning sometimes involves sensitive data, machine learning algorithms have been extended to offer differential privacy for training data. In practice, this has been mostly an afterthought, with privacy-preserving models obtained by re-running training with a different optimizer, but using…