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ResearchFormerly WizWand

Privacy Auditing on Trec

0Empirical Privacy Lower Bound (ϵ_emp)PoE Auditing
-0.6483.7268.112.474Nov 17, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PoE Auditingϵ_theory=8, Attacker Access=Black-box, Auditing Type=Passive2025.110
PoE Auditingϵ_theory=16, Attacker Access=Black-box, Auditing Type=Passive2025.110
PoE Auditingϵ_theory=16, Attacker Access=Black-box, Auditing Type=Active2025.110
PoE Auditingϵ_theory=4, Attacker Access=Black-box, Auditing Type=Passive2025.110.03
PoE Auditingϵ_theory=8, Attacker Access=Black-box, Auditing Type=Active2025.110.3
PoE Auditingϵ_theory=1, Attacker Access=Black-box, Auditing Type=Passive2025.110.35
PoE Auditingϵ_theory=1, Attacker Access=White-box, Auditing Type=Passive2025.110.44
PV Auditingϵ_theory=1, Attacker Access=Black-box, Auditing Type=Passive2025.110.52
PoE Auditingϵ_theory=1, Attacker Access=Black-box, Auditing Type=Active2025.110.6
PoE Auditingϵ_theory=2, Attacker Access=Black-box, Auditing Type=Passive2025.110.61
PoE Auditingϵ_theory=1, Attacker Access=White-box, Auditing Type=Active2025.110.66
PV Auditingϵ_theory=1, Attacker Access=White-box, Auditing Type=Passive2025.110.77
PV Auditingϵ_theory=1, Attacker Access=Black-box, Auditing Type=Active2025.110.96
PV Auditingϵ_theory=1, Attacker Access=White-box, Auditing Type=Active2025.110.99
PoE Auditingϵ_theory=2, Attacker Access=White-box, Auditing Type=Passive2025.111.13
PoE Auditingϵ_theory=2, Attacker Access=Black-box, Auditing Type=Active2025.111.31
PoE Auditingϵ_theory=2, Attacker Access=White-box, Auditing Type=Active2025.111.36
PV Auditingϵ_theory=2, Attacker Access=Black-box, Auditing Type=Passive2025.111.53
PV Auditingϵ_theory=2, Attacker Access=White-box, Auditing Type=Passive2025.111.8
PV Auditingϵ_theory=2, Attacker Access=Black-box, Auditing Type=Active2025.111.96
PV Auditingϵ_theory=2, Attacker Access=White-box, Auditing Type=Active2025.111.98
PoE Auditingϵ_theory=4, Attacker Access=Black-box, Auditing Type=Active2025.112.21
PoE Auditingϵ_theory=4, Attacker Access=White-box, Auditing Type=Passive2025.112.36
PoE Auditingϵ_theory=4, Attacker Access=White-box, Auditing Type=Active2025.112.84
PV Auditingϵ_theory=4, Attacker Access=Black-box, Auditing Type=Passive2025.113.31
PV Auditingϵ_theory=4, Attacker Access=White-box, Auditing Type=Passive2025.113.85
PV Auditingϵ_theory=4, Attacker Access=Black-box, Auditing Type=Active2025.113.95
PV Auditingϵ_theory=4, Attacker Access=White-box, Auditing Type=Active2025.113.99
PoE Auditingϵ_theory=8, Attacker Access=White-box, Auditing Type=Passive2025.114.32
PoE Auditingϵ_theory=8, Attacker Access=White-box, Auditing Type=Active2025.115.51
PoE Auditingϵ_theory=16, Attacker Access=White-box, Auditing Type=Passive2025.116.23
PV Auditingϵ_theory=16, Attacker Access=Black-box, Auditing Type=Passive2025.116.27
PV Auditingϵ_theory=8, Attacker Access=Black-box, Auditing Type=Passive2025.116.59
PV Auditingϵ_theory=8, Attacker Access=White-box, Auditing Type=Passive2025.117.6
PV Auditingϵ_theory=8, Attacker Access=Black-box, Auditing Type=Active2025.117.91
PV Auditingϵ_theory=8, Attacker Access=White-box, Auditing Type=Active2025.118.03
PoE Auditingϵ_theory=16, Attacker Access=White-box, Auditing Type=Active2025.1110.2
PV Auditingϵ_theory=16, Attacker Access=Black-box, Auditing Type=Active2025.1114.34
PV Auditingϵ_theory=16, Attacker Access=White-box, Auditing Type=Passive2025.1115.48
PV Auditingϵ_theory=16, Attacker Access=White-box, Auditing Type=Active2025.1116.2