A company can always raise demographic parity violation by at least (N-B)/s_max by flipping un-audited samples, but the paper's alpha-tolerant auditi ng extension is not supported by its proofs.
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Fairness Auditing: Lower Bounds on Company Manipulation
A company can always raise demographic parity violation by at least (N-B)/s_max by flipping un-audited samples, but the paper's alpha-tolerant auditi ng extension is not supported by its proofs.