most citedWhen Algorithms Play Favorites: Lookism in the Generation and Perception of Faces

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cs.CY2026

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation

Mengting Wei, Aditya Gulati, Guoying Zhao +1

Synthetic faces from text-to-image (T2I) models pervade digital media, yet their demographic biases under emotionally conditioned prompts remain poorly understood. We aim to system…