differential_privacy_comparison

Comparing GDP and RDP for accounting the privacy budget of DP-SGD

RDP 1 epochs: epsilon=0.68 at delta=1e-5

python main.py --device=cpu --epochs=1 --accountant=rdp

GDP 1 epochs: epsilon=0.14 at delta=1e-5

python main.py --device=cpu --epochs=1 --accountant=gdp

RDP 10 epochs: epsilon=0.80 at delta=1e-5

python main.py --device=cpu --epochs=10 --accountant=rdp

GDP 10 epochs: epsilon=0.47 at delta=1e-5

python main.py --device=cpu --epochs=10 --accountant=gdp