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Data · dataset · 2026

EVA: An Event-Conditioned Framework for Privacy-Preserving Face Authentication Services

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Face authentication, as a widely deployed biometric service, suffers from privacy leakage risks caused by the exposure and persistent storage of facial features.

Description

However, existing face anonymization methods mainly focus on imagelevel de-identification and do not fully support stable repeated authentication in a protected identity space. This paper presents EVA, an event-conditioned framework for privacy-preserving face authentication services.

EVA treats an event as a servicescoped diversification factor and combines it with a userheld key to bind face-derived representations to an eventspecific virtual identity. During enrollment and verification, EVA performs identity processing, biometric stabilization, event-key binding, and cancelable template generation, followed by cloudside virtual identity issuance and protected-domain matching. Preliminary experiments with off-the-shelf recognizers show that EVA suppresses original identity cues while maintaining withinevent consistency for repeated verification.

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Event or key rotation changes the issued virtual identity, supporting revocable reissuance and reducing cross-event linkage. We further discuss client-side protection, threshold selection, exposure scenarios, and service-level evaluation as future work.<p></p>

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Provenance · 1 source records, 7 field assertions
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ZivaHuboai:figshare.com:article/340281429 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].anzsrc:group:4604mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Cybersecurity and privacy']
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