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ResearchFormerly WizWand

Attribution Robustness on MNIST (test)

56.13Top-K IntersectionTRADES+IGR
29.3536.302543.25550.2075May 15, 2022
Updated 8mo ago

Evaluation results

MethodLinks
TRADES+IGRAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0556.130.4537
TRADES+AdvAATAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0552.040.4315
AdvAATAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0551.740.3791
IG-SUM-NORMAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0541.530.224
SSRAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0538.770.165
MART+IGRAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0537.340.1854
TRADESAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0536.370.2127
IG-NORMAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0536.130.1562
ATAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0534.350.1846
AT+IGRAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0533.40.1582
MARTAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0532.50.1261
StandardAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0532.210.0955
ARTAttack Method=IFIA, Attack Steps=200, epsilon=0.3, k=100, Backbone=Simple CNN2022.0530.380.1439