Trust Prediction on Epinions 1.0 (observed users)
0.6144MRRCAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CATAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.6144 | — | |
| CATAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.607 | — | |
| CATAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.6046 | — | |
| CATAttack Type=None (Clean)2025.12 | 0.6025 | — | |
| CATAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.5999 | — | |
| CATAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.5968 | — | |
| CATAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.5869 | — | |
| CATAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.5842 | — | |
| CATAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.5821 | — | |
| TrustGuardAttack Type=None (Clean)2025.12 | 0.4955 | — | |
| TrustGuardAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.4831 | — | |
| TrustGuardAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.482 | — | |
| TrustGuardAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.4813 | — | |
| MedleyAttack Type=None (Clean)2025.12 | 0.4762 | — | |
| TrustGuardAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.4721 | — | |
| TrustGuardAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.4711 | — | |
| TrustGuardAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.4664 | — | |
| MedleyAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.465 | — | |
| MedleyAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.4576 | — | |
| TrustGuardAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.4565 | — | |
| MedleyAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=5%2025.12 | 0.4552 | — | |
| TrustGuardAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.4528 | — | |
| MedleyAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.4477 | — | |
| MedleyAttack Type=GNN-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.4393 | — | |
| MedleyAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=10%2025.12 | 0.4367 | — | |
| MedleyAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=15%2025.12 | 0.4155 | — | |
| MedleyAttack Type=Trust-oriented Attacks, Perturbation Rate (p)=20%2025.12 | 0.4079 | — | |
| CATAttack Type=Trust-oriented Attacks2025.12 | — | 0.95 | |
| CATAttack Type=GNN-oriented Attacks2025.12 | — | 3.39 | |
| MedleyAttack Type=Trust-oriented Attacks2025.12 | — | 14.34 | |
| MedleyAttack Type=GNN-oriented Attacks2025.12 | — | 7.75 | |
| TrustGuardAttack Type=Trust-oriented Attacks2025.12 | — | 8.62 | |
| TrustGuardAttack Type=GNN-oriented Attacks2025.12 | — | 5.87 |