Node Classification on PubMed Scale-free topology
72.85Accuracy (ACC)TrimmedMean
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TrimmedMeanMalicious Ratio=20%, Architecture=Transformer2026.03 | 72.85 | 23.85 | |
| TrimmedMeanMalicious Ratio=10%, Architecture=Transformer2026.03 | 71.96 | 5.51 | |
| KrumMalicious Ratio=20%, Architecture=Transformer2026.03 | 71.78 | 23.25 | |
| KrumMalicious Ratio=10%, Architecture=Transformer2026.03 | 71.76 | 24.48 | |
| FedAvgMalicious Ratio=10%, Architecture=Transformer2026.03 | 71.54 | 39.33 | |
| TrimmedMeanMalicious Ratio=30%, Architecture=Transformer2026.03 | 71.52 | 46.05 | |
| FedAvgMalicious Ratio=30%, Architecture=Transformer2026.03 | 71.05 | 59.43 | |
| MAB(TOPY AWARE)Malicious Ratio=20%, Architecture=Transformer2026.03 | 70.87 | 8.89 | |
| FedAvgMalicious Ratio=20%, Architecture=Transformer2026.03 | 70.76 | 54.17 | |
| MAB(TOPY AWARE)Malicious Ratio=30%, Architecture=Transformer2026.03 | 70.72 | 9.9 | |
| KrumMalicious Ratio=30%, Architecture=Transformer2026.03 | 70.52 | 40.17 | |
| MAB(TOPY AWARE)Malicious Ratio=10%, Architecture=Transformer2026.03 | 70.35 | 3.08 | |
| MAB(RANDOM TOPY)Malicious Ratio=20%, Architecture=Transformer2026.03 | 69.55 | 27.14 | |
| MAB(RANDOM TOPY)Malicious Ratio=30%, Architecture=Transformer2026.03 | 69.06 | 28.77 | |
| MAB(RANDOM TOPY)Malicious Ratio=10%, Architecture=Transformer2026.03 | 68.38 | 24.32 | |
| CosL2Malicious Ratio=30%, Architecture=Transformer2026.03 | 66.53 | 17.62 | |
| CosL2Malicious Ratio=20%, Architecture=Transformer2026.03 | 63.69 | 14.23 | |
| CosL2Malicious Ratio=10%, Architecture=Transformer2026.03 | 62.88 | 10.19 | |
| FLAMEMalicious Ratio=20%, Architecture=Transformer2026.03 | 62.38 | 9.96 | |
| FLAMEMalicious Ratio=30%, Architecture=Transformer2026.03 | 62.12 | 12.07 | |
| FLAMEMalicious Ratio=10%, Architecture=Transformer2026.03 | 61.88 | 8.93 |