Backdoor Defense on GTSRB Random-regular topology (test)
85.97Accuracy (ACC)MAB(TOPY AWARE)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MAB(TOPY AWARE)Malicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.03 | 85.97 | 4.93 | |
| MAB(RANDOM TOPY)Malicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.03 | 85.96 | 4.12 | |
| MAB(RANDOM TOPY)Malicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.03 | 85.82 | 11.13 | |
| MAB(TOPY AWARE)Malicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.03 | 85.7 | 5.01 | |
| MAB(RANDOM TOPY)Malicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.03 | 85.21 | 4.68 | |
| MAB(TOPY AWARE)Malicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.03 | 84.89 | 7.87 | |
| FedAvgMalicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.03 | 84.5 | 47.7 | |
| KrumMalicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.03 | 84.34 | 49.2 | |
| TrimmedMeanMalicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.03 | 84.09 | 47.83 | |
| FedAvgMalicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.03 | 80.99 | 72.74 | |
| TrimmedMeanMalicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.03 | 79.8 | 19.33 | |
| FedAvgMalicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.03 | 79.38 | 72.55 | |
| TrimmedMeanMalicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.03 | 78.77 | 22.06 | |
| KrumMalicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.03 | 77.6 | 69.62 | |
| KrumMalicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.03 | 74.92 | 76.51 | |
| FLAMEMalicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.03 | 73.33 | 16.48 | |
| FLAMEMalicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.03 | 72.81 | 13.68 | |
| FLAMEMalicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.03 | 72.63 | 15.58 | |
| CosL2Malicious Ratio=30%, Architecture=CNN, Topology=Random-regular2026.03 | 61.34 | 17.99 | |
| CosL2Malicious Ratio=20%, Architecture=CNN, Topology=Random-regular2026.03 | 53.22 | 18.12 | |
| CosL2Malicious Ratio=10%, Architecture=CNN, Topology=Random-regular2026.03 | 35.27 | 15.19 |