Trust Prediction on Epinions (observed users)
94.01APCAT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CATEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=20%2025.12 | 94.01 | 96.81 | — | |
| CATEvaluation Scenario=Attack, Attack Type=GNN-oriented, p=5%2025.12 | 93.99 | 96.95 | — | |
| CATEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=5%2025.12 | 93.94 | 96.89 | — | |
| CATEvaluation Scenario=Clean2025.12 | 93.83 | 96.77 | — | |
| CATEvaluation Scenario=Attack, Attack Type=GNN-oriented, p=20%2025.12 | 93.35 | 96.6 | — | |
| MedleyEvaluation Scenario=Clean2025.12 | 89.44 | 94.4 | — | |
| TrustGuardEvaluation Scenario=Clean2025.12 | 89.19 | 93.82 | — | |
| MedleyEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=5%2025.12 | 88.62 | 93.99 | — | |
| TrustGuardEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=5%2025.12 | 88.6 | 93.4 | — | |
| MedleyEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=10%2025.12 | 88.55 | 94.31 | — | |
| MedleyEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=15%2025.12 | 87.28 | 93.5 | — | |
| TrustGuardEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=20%2025.12 | 86.85 | 92.1 | — | |
| MedleyEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=20%2025.12 | 86.13 | 92.39 | — | |
| CATEvaluation Scenario=Attack, Attack Type=Trust-oriented2025.12 | — | — | 0.04 | |
| CATEvaluation Scenario=Attack, Attack Type=GNN-oriented2025.12 | — | — | 0.3 | |
| MedleyEvaluation Scenario=Attack, Attack Type=Trust-oriented2025.12 | — | — | 3.7 | |
| TrustGuardEvaluation Scenario=Attack, Attack Type=Trust-oriented2025.12 | — | — | 2.62 |