Devora Berlowitz

EANA: Reducing Privacy Risk on Large-scale Recommendation Models

2022

Embedding-based deep neural networks (DNNs) are widely used in large-scale recommendation systems. Differentially-private stochastic gradient descent (DP-SGD) provides a way to enable personalized experiences while preserving user privacy by injecting noise into every model parameter …