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Backdoor Defense on GTSRB Scale-free topology (test)

85.03Accuracy (Clean)MAB(TOPY AWARE)
51.17859.966568.75577.5435Mar 19, 2026
Updated 7mo ago

Evaluation results

MethodLinks
MAB(TOPY AWARE)Malicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.0385.034.12
MAB(TOPY AWARE)Malicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.03851.84
MAB(RANDOM TOPY)Malicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.0384.845.67
MAB(RANDOM TOPY)Malicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.0384.426.87
KrumMalicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.0384.3424.54
MAB(TOPY AWARE)Malicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.0384.243.43
MAB(RANDOM TOPY)Malicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.0384.1812.72
FedAvgMalicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.0383.7523.78
TrimmedMeanMalicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.0383.6613.75
FedAvgMalicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.0382.3149.13
TrimmedMeanMalicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.0382.2318.93
KrumMalicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.0381.1443.21
FedAvgMalicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.0378.6759.93
TrimmedMeanMalicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.0378.326.9
KrumMalicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.0375.9767.21
FLAMEMalicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.0373.719.88
FLAMEMalicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.0373.1112.7
FLAMEMalicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.0372.8113.45
CosL2Malicious Ratio=30%, Architecture=CNN, Topology=Scale-free2026.0366.9720.34
CosL2Malicious Ratio=20%, Architecture=CNN, Topology=Scale-free2026.0356.1111.29
CosL2Malicious Ratio=10%, Architecture=CNN, Topology=Scale-free2026.0352.4814.73