Adversarial Robustness on CIFAR-10 IID (test) benchmark leaderboard · SOTA2 Research

Adversarial Robustness on CIFAR-10 IID (test)

74.2LF Attack Accuracy (10% Ratio)DP2Guard

Updated 2mo ago

Evaluation Results

Method	Links
DP2Guard2025.07		74.2	73.9	73.5	72.4	73.4	72.5	72.3	71	74	73.5	73	72.2	74	73.5	73	72.7
DnC2025.07		73.5	72.9	72.4	71.8	71.1	69.6	69	66.5	72	71.4	71	69.1	72.2	71.2	70.7	69.4
ShieldFL2025.07		73	72.6	72.4	71.5	73	71.4	70.1	67.2	73	72	71.2	70.4	73.3	72.6	72	70.9
FLTrust2025.07		72.5	72	71.5	70.2	72.5	71	70.5	68.7	72.2	71	70.5	68.7	72	71.7	71	69.7
MultiKrum2025.07		71	70.4	69.2	67	68.1	62.8	52.2	38.3	70.2	68	64.2	57.6	70.7	68	64.2	57.6
FedAvg2025.07		65	62.4	58	50.3	58	47.4	28	10	64	61.4	55	44.1	64	60.4	55	47.1