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Backdoor Defense on GTSRB Random-regular topology (test)

85.97Accuracy (ACC)MAB(TOPY AWARE)
33.24246.93160.6274.309Mar 19, 2026
Updated 7mo ago

Evaluation results

MethodLinks
MAB(TOPY AWARE)Malicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.0385.974.93
MAB(RANDOM TOPY)Malicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.0385.964.12
MAB(RANDOM TOPY)Malicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.0385.8211.13
MAB(TOPY AWARE)Malicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.0385.75.01
MAB(RANDOM TOPY)Malicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.0385.214.68
MAB(TOPY AWARE)Malicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.0384.897.87
FedAvgMalicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.0384.547.7
KrumMalicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.0384.3449.2
TrimmedMeanMalicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.0384.0947.83
FedAvgMalicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.0380.9972.74
TrimmedMeanMalicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.0379.819.33
FedAvgMalicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.0379.3872.55
TrimmedMeanMalicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.0378.7722.06
KrumMalicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.0377.669.62
KrumMalicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.0374.9276.51
FLAMEMalicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.0373.3316.48
FLAMEMalicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.0372.8113.68
FLAMEMalicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.0372.6315.58
CosL2Malicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.0361.3417.99
CosL2Malicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.0353.2218.12
CosL2Malicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.0335.2715.19