Hyperparameters:

random data unlearning

CNN Model for MNIST and Fashion-MNIST

LATENT_DIMS = 8

UNLEARNING_EPOCH = 20

UNLEARNING_LR_UE = 0.00005

UNLEARNING_LR_RA = 0.0001

TEMP = 5

RestNet Model for CIFAR10 and SVHN

LATENT_DIMS = 16

UNLEARNING_EPOCH = 40

UNLEARNING_LR_UE = 0.00001

UNLEARNING_LR_RA = 0.00004

TEMP = 20

class unlearning

CNN Model for MNIST and Fashion-MNIST

LATENT_DIMS = 8

UNLEARNING_EPOCH = 20

UNLEARNING_LR_UE = 0.00005

UNLEARNING_LR_RA = 0.0001

TEMP = 20

RestNet Model for CIFAR10 and SVHN

LATENT_DIMS = 16

UNLEARNING_EPOCH = 40

UNLEARNING_LR_UE = 0.00001

UNLEARNING_LR_RA = 0.00005

TEMP = 20

noisy label unlearning

CNN Model for MNIST and Fashion-MNIST

LATENT_DIMS = 8

UNLEARNING_EPOCH = 20

UNLEARNING_LR_UE = 0.00005

UNLEARNING_LR_RA = 0.0001

TEMP = 20

RestNet Model for CIFAR10 and SVHN

LATENT_DIMS = 16

UNLEARNING_EPOCH = 40

UNLEARNING_LR_UE = 0.00001

UNLEARNING_LR_RA = 0.00004

TEMP = 5