Trust Prediction on Epinions (unobserved users)
95.27APCAT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CATEvaluation Scenario=Clean2025.12 | 95.27 | 89.33 | — | |
| CATEvaluation Scenario=Attack, Attack Type=GNN-oriented, p=20%2025.12 | 94.99 | 88.7 | — | |
| CATEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=20%2025.12 | 94.69 | 87.76 | — | |
| TrustGuardEvaluation Scenario=Clean2025.12 | 89.5 | 73.12 | — | |
| MedleyEvaluation Scenario=Clean2025.12 | 88.84 | 78.06 | — | |
| TrustGuardEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=20%2025.12 | 88.02 | 70.3 | — | |
| MedleyEvaluation Scenario=Attack, Attack Type=Trust-oriented, p=20%2025.12 | 83.28 | 65.96 | — | |
| CATEvaluation Scenario=Attack, Attack Type=Trust-oriented2025.12 | — | — | 2.07 | |
| CATEvaluation Scenario=Attack, Attack Type=GNN-oriented2025.12 | — | — | 0.74 | |
| MedleyEvaluation Scenario=Attack, Attack Type=Trust-oriented2025.12 | — | — | 15.5 | |
| TrustGuardEvaluation Scenario=Attack, Attack Type=Trust-oriented2025.12 | — | — | 3.86 |