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ResearchFormerly WizWand

Differential Privacy Auditing on Xsum

0Empirical Privacy Loss (epsilon)Passive Auditing
-0.44882.58065.618.6394Nov 17, 2025
Updated 5mo ago

Evaluation results

MethodLinks
Passive Auditingepsilon_theory=4, Mechanism=KSA, Threat Model=Black-box2025.110
Active Auditing (SnapAudit)epsilon_theory=4, Mechanism=KSA, Threat Model=Black-box2025.110
Passive Auditingepsilon_theory=8, Mechanism=KSA, Threat Model=Black-box2025.110
Active Auditing (SnapAudit)epsilon_theory=8, Mechanism=KSA, Threat Model=Black-box2025.110
Passive Auditingepsilon_theory=16, Mechanism=KSA, Threat Model=Black-box2025.110
Active Auditing (SnapAudit)epsilon_theory=16, Mechanism=KSA, Threat Model=Black-box2025.110
Passive Auditingepsilon_theory=2, Mechanism=KSA, Threat Model=Black-box2025.110.05
Passive Auditingepsilon_theory=1, Mechanism=ESA, Threat Model=Black-box2025.110.13
Passive Auditingepsilon_theory=1, Mechanism=ESA, Threat Model=White-box2025.110.24
Active Auditing (SnapAudit)epsilon_theory=1, Mechanism=ESA, Threat Model=Black-box2025.110.61
Active Auditing (SnapAudit)epsilon_theory=1, Mechanism=ESA, Threat Model=White-box2025.110.66
Passive Auditingepsilon_theory=1, Mechanism=KSA, Threat Model=Black-box2025.110.83
Active Auditing (SnapAudit)epsilon_theory=1, Mechanism=KSA, Threat Model=Black-box2025.110.9
Passive Auditingepsilon_theory=1, Mechanism=KSA, Threat Model=White-box2025.110.9
Active Auditing (SnapAudit)epsilon_theory=1, Mechanism=KSA, Threat Model=White-box2025.110.94
Passive Auditingepsilon_theory=2, Mechanism=ESA, Threat Model=Black-box2025.111.02
Passive Auditingepsilon_theory=2, Mechanism=ESA, Threat Model=White-box2025.111.06
Active Auditing (SnapAudit)epsilon_theory=2, Mechanism=ESA, Threat Model=Black-box2025.111.23
Active Auditing (SnapAudit)epsilon_theory=2, Mechanism=ESA, Threat Model=White-box2025.111.25
Passive Auditingepsilon_theory=2, Mechanism=KSA, Threat Model=White-box2025.111.67
Active Auditing (SnapAudit)epsilon_theory=2, Mechanism=KSA, Threat Model=Black-box2025.111.75
Active Auditing (SnapAudit)epsilon_theory=2, Mechanism=KSA, Threat Model=White-box2025.111.9
Passive Auditingepsilon_theory=4, Mechanism=ESA, Threat Model=Black-box2025.112.23
Passive Auditingepsilon_theory=4, Mechanism=ESA, Threat Model=White-box2025.112.32
Active Auditing (SnapAudit)epsilon_theory=4, Mechanism=ESA, Threat Model=Black-box2025.112.46
Active Auditing (SnapAudit)epsilon_theory=4, Mechanism=ESA, Threat Model=White-box2025.112.49
Passive Auditingepsilon_theory=4, Mechanism=KSA, Threat Model=White-box2025.113.73
Active Auditing (SnapAudit)epsilon_theory=4, Mechanism=KSA, Threat Model=White-box2025.113.89
Passive Auditingepsilon_theory=8, Mechanism=ESA, Threat Model=Black-box2025.114.15
Passive Auditingepsilon_theory=8, Mechanism=ESA, Threat Model=White-box2025.114.39
Active Auditing (SnapAudit)epsilon_theory=8, Mechanism=ESA, Threat Model=Black-box2025.114.84
Active Auditing (SnapAudit)epsilon_theory=8, Mechanism=ESA, Threat Model=White-box2025.114.9
Passive Auditingepsilon_theory=8, Mechanism=KSA, Threat Model=White-box2025.116.14
Passive Auditingepsilon_theory=16, Mechanism=KSA, Threat Model=White-box2025.116.29
Active Auditing (SnapAudit)epsilon_theory=8, Mechanism=KSA, Threat Model=White-box2025.117.54
Passive Auditingepsilon_theory=16, Mechanism=ESA, Threat Model=Black-box2025.118.92
Passive Auditingepsilon_theory=16, Mechanism=ESA, Threat Model=White-box2025.119.06
Active Auditing (SnapAudit)epsilon_theory=16, Mechanism=ESA, Threat Model=Black-box2025.119.41
Active Auditing (SnapAudit)epsilon_theory=16, Mechanism=ESA, Threat Model=White-box2025.119.62
Active Auditing (SnapAudit)epsilon_theory=16, Mechanism=KSA, Threat Model=White-box2025.1111.22