نسخة أولية وصول مفتوح
Tolerance-Based Fairness Auditing: Violation Certification and Sensitivity Screening
As artificial intelligence is increasingly deployed, algorithmic unfairness has raised growing concerns and intensified demands for transparent fairness auditing. In practice, the tolerable degree of algorithmic unfairness depends on the specific legal, ethical, or application context. Given a prespecified tolerance th …