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A single adversarial auditor can't fool Auditopus, a decentralized LLM fairness auditing system that achieves up to 78% error reduction against fairwashing attacks.
Privacy-preserving vector search schemes reveal a surprising trade-off landscape, with some methods matching plaintext performance while others impose hefty costs on usability.