SAD-DPSGD, a step-adaptive decay schedule for noise and clipping in DP-SGD, reports about 1% higher accuracy than Auto-DPSGD on HAM10000 under differential privacy.
Neither private nor fair: Impact of data imbalance on utility and fairness in differential privacy,
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Steps Adaptive Decay DPSGD: Enhancing Performance on Imbalanced Datasets with Differential Privacy with HAM10000
SAD-DPSGD, a step-adaptive decay schedule for noise and clipping in DP-SGD, reports about 1% higher accuracy than Auto-DPSGD on HAM10000 under differential privacy.