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ResearchFormerly WizWand

Adversarial Classification on MNIST (test)

97.08Adversarial AccuracySKD
86.6889.3892.0894.78Nov 1, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SKDExit=3, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1197.08
Adv. w/o DistillExit=3, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1196.82
NEO-KDExit=3, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1196.62
ARDExit=3, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1196.47
NEO-KDExit=2, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1196.3
SKDExit=2, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1196.24
Adv. w/o DistillExit=2, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1195.89
ARDExit=2, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1195.79
LWExit=3, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1195.42
NEO-KDExit=Average, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1194.49
SKDExit=Average, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1194.36
Adv. w/o DistillExit=Average, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1194.15
ARDExit=Average, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1193.97
LWExit=2, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1193.86
LWExit=Average, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1192.12
NEO-KDExit=1, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1190.56
SKDExit=1, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1189.77
Adv. w/o DistillExit=1, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1189.74
ARDExit=1, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1189.65
LWExit=1, Inference scenario=Anytime prediction, Attack Type=Max-average attack2023.1187.08