AIBullisharXiv – CS AI · Mar 176/10
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Ethical Fairness without Demographics in Human-Centered AI
Researchers introduce Flare, a new AI fairness framework that ensures ethical outcomes without requiring demographic data, addressing privacy and regulatory concerns in human-centered AI applications. The system uses Fisher Information to detect hidden biases and includes a novel evaluation metric suite called BHE for measuring ethical fairness beyond traditional statistical measures.
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