Trust Prediction on Epinions 1.0 (unobserved users)
0.4082MRRCAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATAttack Type=None (Clean)2025.12 | 0.4082 | — | |
| CATAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.4029 | — | |
| CATAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.4022 | — | |
| CATAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.3988 | — | |
| CATAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.3924 | — | |
| CATAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.3918 | — | |
| CATAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.3911 | — | |
| CATAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.3893 | — | |
| CATAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.3858 | — | |
| TrustGuardAttack Type=None (Clean)2025.12 | 0.2571 | — | |
| TrustGuardAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.2477 | — | |
| TrustGuardAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.2465 | — | |
| TrustGuardAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.2431 | — | |
| TrustGuardAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.2348 | — | |
| TrustGuardAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.2296 | — | |
| TrustGuardAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.2289 | — | |
| TrustGuardAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.2253 | — | |
| TrustGuardAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.225 | — | |
| MedleyAttack Type=None (Clean)2025.12 | 0.1979 | — | |
| MedleyAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.1909 | — | |
| MedleyAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.1894 | — | |
| MedleyAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.189 | — | |
| MedleyAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.1846 | — | |
| MedleyAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.1791 | — | |
| MedleyAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.1756 | — | |
| MedleyAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.1737 | — | |
| MedleyAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.1715 | — | |
| CATAttack Type=Trust-oriented Attacks2025.12 | — | 4.63 | |
| CATAttack Type=GNN-oriented Attacks2025.12 | — | 5.49 | |
| MedleyAttack Type=Trust-oriented Attacks2025.12 | — | 13.34 | |
| MedleyAttack Type=GNN-oriented Attacks2025.12 | — | 12.23 | |
| TrustGuardAttack Type=Trust-oriented Attacks2025.12 | — | 12.49 | |
| TrustGuardAttack Type=GNN-oriented Attacks2025.12 | — | 10.97 |