Bounded adaptive clipping puts a floor under the adaptive clipping threshold in DP-SGD and improves worst-class accuracy on skewed and Fashion MNIST.
Differential privacy has disparate impact on model accuracy
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Mitigating Disparate Impact of Differentially Private Learning through Bounded Adaptive Clipping
Bounded adaptive clipping puts a floor under the adaptive clipping threshold in DP-SGD and improves worst-class accuracy on skewed and Fashion MNIST.