notesum.ai

Published at November 5

cs.LG

cs.AI

Released Date: November 5, 2024

Authors: Tao Huang, Qingyu Huang, Xin Shi, Jiayang Meng, Guolong Zheng, Xu Yang, Xun Yi

Datasets and Models	Differentially Private Methods
Datasets and Models	DP-SGD	Auto-S/NSGD	DP-PSAC	DP-PSASC	DP-PSASC*
MNIST(CNN)	97.35	97.95	98.11	98.37( $s=0.9$ )	98.65( $s=0.9$ )
FashionMNIST(CNN)	85.59	86.15	86.36	86.91( $s=0.55$ )	87.22( $s=0.55$ )
CIFAR10(SimCLR)	92.24	92.65	92.85	93.12( $s=0.8$ )	93.36( $s=0.8$ )
CelebA([Male])(ResNet9)	94.79	95.12	95.2	95.36( $s=0.45$ )	95.61(s=0.45)
Imagenette(ResNet9)	63.61	63.87	64.21	65.26( $s=0.8$ )	66.79( $s=0.8$ )