Privacy Auditing on Agnews
0Empirical Privacy Lower Bound (ε_emp)PoE
Evaluation Results
| Method | Links | |
|---|---|---|
| PoETheoretical Epsilon (ε_theory)=16, Attacker Access=Black-box, Participation Mode=Passive2025.11 | 0 | |
| PoETheoretical Epsilon (ε_theory)=4, Attacker Access=Black-box, Participation Mode=Passive2025.11 | 0.42 | |
| PoETheoretical Epsilon (ε_theory)=1, Attacker Access=Black-box, Participation Mode=Passive2025.11 | 0.47 | |
| PoETheoretical Epsilon (ε_theory)=1, Attacker Access=White-box, Participation Mode=Passive2025.11 | 0.53 | |
| PoETheoretical Epsilon (ε_theory)=8, Attacker Access=Black-box, Participation Mode=Passive2025.11 | 0.57 | |
| PVTheoretical Epsilon (ε_theory)=1, Attacker Access=Black-box, Participation Mode=Passive2025.11 | 0.58 | |
| PoETheoretical Epsilon (ε_theory)=1, Attacker Access=Black-box, Participation Mode=Active2025.11 | 0.65 | |
| PoETheoretical Epsilon (ε_theory)=1, Attacker Access=White-box, Participation Mode=Active2025.11 | 0.74 | |
| PVTheoretical Epsilon (ε_theory)=1, Attacker Access=White-box, Participation Mode=Passive2025.11 | 0.77 | |
| PoETheoretical Epsilon (ε_theory)=2, Attacker Access=Black-box, Participation Mode=Passive2025.11 | 0.83 | |
| PoETheoretical Epsilon (ε_theory)=8, Attacker Access=Black-box, Participation Mode=Active2025.11 | 0.93 | |
| PVTheoretical Epsilon (ε_theory)=1, Attacker Access=Black-box, Participation Mode=Active2025.11 | 0.97 | |
| PoETheoretical Epsilon (ε_theory)=16, Attacker Access=Black-box, Participation Mode=Active2025.11 | 1.04 | |
| PVTheoretical Epsilon (ε_theory)=1, Attacker Access=White-box, Participation Mode=Active2025.11 | 1.05 | |
| PoETheoretical Epsilon (ε_theory)=2, Attacker Access=White-box, Participation Mode=Passive2025.11 | 1.27 | |
| PoETheoretical Epsilon (ε_theory)=2, Attacker Access=Black-box, Participation Mode=Active2025.11 | 1.45 | |
| PVTheoretical Epsilon (ε_theory)=2, Attacker Access=Black-box, Participation Mode=Passive2025.11 | 1.46 | |
| PoETheoretical Epsilon (ε_theory)=2, Attacker Access=White-box, Participation Mode=Active2025.11 | 1.52 | |
| PVTheoretical Epsilon (ε_theory)=2, Attacker Access=White-box, Participation Mode=Passive2025.11 | 1.85 | |
| PVTheoretical Epsilon (ε_theory)=2, Attacker Access=Black-box, Participation Mode=Active2025.11 | 1.97 | |
| PVTheoretical Epsilon (ε_theory)=2, Attacker Access=White-box, Participation Mode=Active2025.11 | 1.98 | |
| PoETheoretical Epsilon (ε_theory)=4, Attacker Access=White-box, Participation Mode=Passive2025.11 | 2.67 | |
| PoETheoretical Epsilon (ε_theory)=4, Attacker Access=Black-box, Participation Mode=Active2025.11 | 2.69 | |
| PoETheoretical Epsilon (ε_theory)=4, Attacker Access=White-box, Participation Mode=Active2025.11 | 3.11 | |
| PVTheoretical Epsilon (ε_theory)=4, Attacker Access=Black-box, Participation Mode=Passive2025.11 | 3.29 | |
| PVTheoretical Epsilon (ε_theory)=4, Attacker Access=White-box, Participation Mode=Passive2025.11 | 3.76 | |
| PVTheoretical Epsilon (ε_theory)=4, Attacker Access=Black-box, Participation Mode=Active2025.11 | 3.95 | |
| PVTheoretical Epsilon (ε_theory)=4, Attacker Access=White-box, Participation Mode=Active2025.11 | 3.98 | |
| PoETheoretical Epsilon (ε_theory)=8, Attacker Access=White-box, Participation Mode=Passive2025.11 | 4.65 | |
| PoETheoretical Epsilon (ε_theory)=8, Attacker Access=White-box, Participation Mode=Active2025.11 | 6.08 | |
| PoETheoretical Epsilon (ε_theory)=16, Attacker Access=White-box, Participation Mode=Passive2025.11 | 6.26 | |
| PVTheoretical Epsilon (ε_theory)=16, Attacker Access=Black-box, Participation Mode=Passive2025.11 | 6.27 | |
| PVTheoretical Epsilon (ε_theory)=8, Attacker Access=Black-box, Participation Mode=Passive2025.11 | 6.43 | |
| PVTheoretical Epsilon (ε_theory)=8, Attacker Access=White-box, Participation Mode=Passive2025.11 | 7.6 | |
| PVTheoretical Epsilon (ε_theory)=8, Attacker Access=Black-box, Participation Mode=Active2025.11 | 7.9 | |
| PVTheoretical Epsilon (ε_theory)=8, Attacker Access=White-box, Participation Mode=Active2025.11 | 8.06 | |
| PoETheoretical Epsilon (ε_theory)=16, Attacker Access=White-box, Participation Mode=Active2025.11 | 10.67 | |
| PVTheoretical Epsilon (ε_theory)=16, Attacker Access=Black-box, Participation Mode=Active2025.11 | 14.62 | |
| PVTheoretical Epsilon (ε_theory)=16, Attacker Access=White-box, Participation Mode=Passive2025.11 | 15.64 | |
| PVTheoretical Epsilon (ε_theory)=16, Attacker Access=White-box, Participation Mode=Active2025.11 | 16.09 |