Adversarial Robustness Evaluation on Fashion-MNIST IID (test) benchmark leaderboard · SOTA2 Research

Adversarial Robustness Evaluation on Fashion-MNIST IID (test)

79.9LF Attack (10% Ratio)DP2Guard

Evaluation Results

Method	Links
DP2Guard2025.07		79.9	79.5	79.2	78.7	79.9	79.5	79.4	78.2	79.9	79.5	79.4	78.6	79.4	78.9	78.7	78.3
DnC2025.07		79.5	79	78.7	78.4	79.2	77.2	76.7	73.9	79.2	78.2	76.7	74.1	78.2	77	75.7	74.4
ShieldFL2025.07		79.3	78.6	78.4	78.3	79.3	78.6	78.4	74.2	79.3	78.6	78.4	76.9	79.3	78.6	78.4	76.9
FLTrust2025.07		79.2	79	78.5	78.2	79.2	79	78.5	74.7	79.2	79	78.5	74.7	79	78.7	78	75.7
MultiKrum2025.07		78.7	78.4	78.2	78	75.7	72.4	63.2	47.2	77.7	76.4	74.2	68.6	77.7	75.4	72.2	68.6
FedAvg2025.07		78	77.4	76	72.3	72	65.4	50	10	76	74.4	69	61.1	76	72.4	67	61.1