Node Classification on PubMed Random-regular topology
72.42Accuracy (ACC)TrimmedMean
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TrimmedMeanMalicious Ratio=10%, Architecture=Transformer2026.03 | 72.42 | 4.24 | |
| TrimmedMeanMalicious Ratio=20%, Architecture=Transformer2026.03 | 72.4 | 22.56 | |
| TrimmedMeanMalicious Ratio=30%, Architecture=Transformer2026.03 | 72.23 | 40.32 | |
| KrumMalicious Ratio=20%, Architecture=Transformer2026.03 | 71.51 | 34.76 | |
| KrumMalicious Ratio=30%, Architecture=Transformer2026.03 | 70.69 | 36.06 | |
| FedAvgMalicious Ratio=20%, Architecture=Transformer2026.03 | 70.54 | 71.76 | |
| KrumMalicious Ratio=10%, Architecture=Transformer2026.03 | 70.43 | 57.62 | |
| FedAvgMalicious Ratio=10%, Architecture=Transformer2026.03 | 70.34 | 60.96 | |
| FedAvgMalicious Ratio=30%, Architecture=Transformer2026.03 | 70.28 | 75.4 | |
| MAB(RANDOM TOPY)Malicious Ratio=30%, Architecture=Transformer2026.03 | 70.13 | 26.93 | |
| MAB(RANDOM TOPY)Malicious Ratio=10%, Architecture=Transformer2026.03 | 69.52 | 14.12 | |
| MAB(RANDOM TOPY)Malicious Ratio=20%, Architecture=Transformer2026.03 | 68.99 | 21.62 | |
| MAB(TOPY AWARE)Malicious Ratio=10%, Architecture=Transformer2026.03 | 68.97 | 8.42 | |
| MAB(TOPY AWARE)Malicious Ratio=30%, Architecture=Transformer2026.03 | 68.76 | 19.29 | |
| MAB(TOPY AWARE)Malicious Ratio=20%, Architecture=Transformer2026.03 | 68.6 | 12.55 | |
| CosL2Malicious Ratio=30%, Architecture=Transformer2026.03 | 66.86 | 16.44 | |
| FLAMEMalicious Ratio=30%, Architecture=Transformer2026.03 | 62.34 | 7.08 | |
| FLAMEMalicious Ratio=20%, Architecture=Transformer2026.03 | 62.05 | 12.1 | |
| FLAMEMalicious Ratio=10%, Architecture=Transformer2026.03 | 61.91 | 8.86 | |
| CosL2Malicious Ratio=20%, Architecture=Transformer2026.03 | 60.06 | 24.27 | |
| CosL2Malicious Ratio=10%, Architecture=Transformer2026.03 | 57.13 | 15.48 |