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ResearchFormerly WizWand

Image Classification on MNIST (test) (Standard/Verified Error)

1.07Standard ErrorCROWN-IBP
0.99761.48631.9752.4637Mar 31, 2021
Updated 8mo ago

Evaluation results

MethodLinks
CROWN-IBPWarmup=0+20, epsilon_target=0.1, epsilon_train=0.2, Backbone=CNN-72021.031.072.17
Vanilla IBPWarmup=0+20, epsilon_target=0.1, epsilon_train=0.2, Backbone=CNN-72021.031.122.17
OursWarmup=0+20, epsilon_target=0.1, epsilon_train=0.2, Backbone=CNN-72021.031.162.05
OursWarmup=0+20, epsilon_target=0.3, epsilon_train=0.4, Backbone=CNN-72021.032.336.9
Vanilla IBPWarmup=0+20, epsilon_target=0.3, epsilon_train=0.4, Backbone=CNN-72021.032.747.61
CROWN-IBPWarmup=0+20, epsilon_target=0.3, epsilon_train=0.4, Backbone=CNN-72021.032.887.55