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ResearchFormerly WizWand

Image Classification on MNIST (test) (Adversarial Accuracy)

97.53Adversarial AccuracySKD
83.822887.381490.9494.4986Nov 1, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SKDExit=3, Attack type=Average attack, Inference scenario=Anytime prediction2023.1197.53
NEO-KDExit=3, Attack type=Average attack, Inference scenario=Anytime prediction2023.1197.42
ARDExit=3, Attack type=Average attack, Inference scenario=Anytime prediction2023.1197.28
Adv. w/o DistillExit=3, Attack type=Average attack, Inference scenario=Anytime prediction2023.1197.2
NEO-KDExit=2, Attack type=Average attack, Inference scenario=Anytime prediction2023.1196.92
SKDExit=2, Attack type=Average attack, Inference scenario=Anytime prediction2023.1196.53
ARDExit=2, Attack type=Average attack, Inference scenario=Anytime prediction2023.1196.12
LWExit=3, Attack type=Average attack, Inference scenario=Anytime prediction2023.1196.05
Adv. w/o DistillExit=2, Attack type=Average attack, Inference scenario=Anytime prediction2023.1195.87
LWExit=2, Attack type=Average attack, Inference scenario=Anytime prediction2023.1194.54
NEO-KDExit=Average, Attack type=Average attack, Inference scenario=Anytime prediction2023.1193.5
SKDExit=Average, Attack type=Average attack, Inference scenario=Anytime prediction2023.1192.82
ARDExit=Average, Attack type=Average attack, Inference scenario=Anytime prediction2023.1192.82
Adv. w/o DistillExit=Average, Attack type=Average attack, Inference scenario=Anytime prediction2023.1192.75
LWExit=Average, Attack type=Average attack, Inference scenario=Anytime prediction2023.1191.95
NEO-KDExit=1, Attack type=Average attack, Inference scenario=Anytime prediction2023.1186.17
LWExit=1, Attack type=Average attack, Inference scenario=Anytime prediction2023.1185.26
Adv. w/o DistillExit=1, Attack type=Average attack, Inference scenario=Anytime prediction2023.1185.17
ARDExit=1, Attack type=Average attack, Inference scenario=Anytime prediction2023.1185.07
SKDExit=1, Attack type=Average attack, Inference scenario=Anytime prediction2023.1184.35