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Adversarial Robustness on CIFAR-10 (L-inf, eps=4/255)

64.91Robust Accuracy (AA)

Xiao et al. (2020) ADV

Updated 4d ago

Evaluation Results

Method	Links
Xiao et al. (2020) ADV 2021.02		64.91	63.56	-1.35	157	100	1.57	179
Xiao et al. (2020) ADV 2021.02		64.91	17.7	-47.21	157	2,280	0.07	1,548
Madry et al. (2018) 2021.02		44.78	44.69	-0.09	25	20	1.25	88
Guo et al. (2018) 2021.02		22.3	12.14	-10.16	19	17	1.12	99
Xiao et al. (2020) 2021.02		19.82	11.11	-8.71	49	22	2.23	189
Metzen et al. (2017) 2021.02		6.17	3.04	-3.13	21	13	1.62	80
Pang et al. (2019) 2021.02		4.14	3.94	-0.2	28	24	1.17	237
Papernot et al. (2015) 2021.02		2.85	2.71	-0.14	4	4	1	84
Buckman et al. (2018) 2021.02		2.29	1.96	-0.33	9	7	1.29	116
Das et al. (2017) + Lee et al. (2018) 2021.02		0.59	0.11	-0.48	6	2	3	40