Dataset	(orig) ACC	(new) ACC	(new) ACC [PRIVATE]	(orig) AUC	(new) AUC	(new) AUC [PRIVATE]
breastmnist	0.863	0.865385	0.730769	0.901	0.882832	0.7901
retinamnist	0.524	0.4975	0.545	0.717	0.707133	0.746123
pneumoniamnist	0.854	0.879808	0.86859	0.944	0.959426	0.959919
bloodmnist	0.958	0.940076	0.885998	0.998	0.995822	0.986652
organcmnist	0.9	0.875852	0.828019	0.992	0.987052	0.977505
organsmnist	0.782	0.725615	0.679733	0.972	0.956476	0.945694
organamnist	0.935	0.868489	0.824333	0.997	0.988523	0.979146
pathmnist	0.911	0.820056	0.81156	0.99	0.973512	0.959342
octmnist	0.743	0.737	0.667	0.943	0.930227	0.903738
tissuemnist	0.676	0.55569	0.586675	0.93	0.847001	0.84559

Table Legend:

• (orig) Indicates Original ResNet18 Scores for Mentioned Dataset Size
• (new) Indicates Current Run
• (new) [Private] Indicates Current with Privacy

Experiment Details:

GPU: NVIDIA GeForce GTX 1080 Ti,

Dataset Size: 28
batch_size: 1024,
num_epochs: 120,

epsilon: 8,
max_grad_norm: 1.2,