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Evidence record 10953 · automatically gathered

Plausible Deniability Guarantees for Whistleblowers

Whistleblowers are a key safeguard against organizational wrongdoing, but the threat of retaliation deters reporting. Existing whistleblower-protection proposals lack formal privacy guarantees, and existing differential privacy mechanisms do not directly target the natural threat model -- one in which the audited organization itself observes auditor selection decisions and uses them to identify reporters. We formalize protection against a strong-adversary threat model as per-report $(0, δ)$-diff

Record details

Published: 15 July 2026
Source: arXiv cs.LG
Category: Research
Topics: Privacy · Transparency
Retrieved: 16 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Privacy · Shared topic: Transparency

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How to cite this record

ethics.ai (15 July 2026), “Plausible Deniability Guarantees for Whistleblowers,” evidence record 10953, https://ethics.ai/record/10953 (originally published by arXiv cs.LG).

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