| DL model |
Methods |
|
|
|
Utility evaluation |
|
| AE |
DP-AuGM(Chen et al., 2018)
|
DPSGD |
Y |
MA |
classification |
Y |
|
DP-SYN (Abay et al., 2019)
|
|
Y |
MA |
| k-way marginal |
| classification |
| agreement rate |
|
N |
| VAE |
DP-VaeGM (Chen et al., 2018)
|
DPSGD |
Y |
MA |
classification |
Y |
|
DPGM (Acs et al., 2018)
|
|
N |
MA |
linear query |
N |
|
P3GM (Takagi et al., 2021)
|
|
Y |
RDP |
| classification |
| k-way marginal |
|
N |
| GAN |
DPGAN(Xie et al., 2018)
|
DPSGD |
Y |
MA |
DWpre, DWpro |
N |
|
dp-GAN (Frigerio et al., 2019)
|
DPSGD |
N |
MA |
DWpre |
N |
|
DPNet (Fan and Pokkunuru, 2021)
|
DPSGD |
N |
MA |
|
N |
|
PATE-GAN (Jordon et al., 2018)
|
PATE |
- |
MA |
classification |
N |
|
G-PATE (Long et al., 2021)
|
PATE |
- |
RDP |
classification |
N |
| AE+GAN |
RDP-CGAN (Torfi et al., 2022)
|
DPSGD |
Y |
RDP |
MMD, DWpre |
N |
|
DP-auto-GAN (Tantipongpipat et al., 2021)
|
DPSGD |
Y |
RDP |
| DWpre |
| DWpro |
| k-way marginal |
|
N |
| GN |
GEM (Liu et al., 2021)
|
|
Y |
zCDP |
k-way marginal |
N |
|
DP-MERF (Harder et al., 2021)
|
Gaussian |
Y |
RDP |
classification |
N |
|
DP-HP (Vinaroz et al., 2022)
|
Gaussian |
Y |
RDP |
| k-way marginal |
| classification |
|
N |