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Articles
Fidelity Preference, Not Demographic Preference: A Pixel-Level Attribute-Sensitivity Audit of ImageNEW⭐7
Aesthetic scorers show fidelity preference over demographic bias, but synthetic audits mislead; only real-image pixel tests reliably detect bias.