Jay van Zyl @ ecosystem.Ai

Jay van Zyl @ ecosystem.Ai

Unlocking High-Accuracy Differentially Private Image Classification through Scale

According to empirical evidence from prior works, utility degradation in DP-SGD becomes more severe on larger neural network models – including the ones regularly used to achieve the best performance on challenging image classification benchmarks. Our …

Unlocking High-Accuracy Differentially Private Image Classification through Scale

According to empirical evidence from prior works, utility degradation in DP-SGD becomes more severe on larger neural network models – including the ones regularly used to achieve the best performance on challenging image classification benchmarks. Our …