Position: Universal Aesthetic Alignment Narrows Artistic Expression

Wenqi Marshall Guo, Qingyun Qian, Khalad Hasan +1

Over-aligning image generation models to a generalized aesthetic preference conflicts with user intent, particularly when "anti-aesthetic" outputs are requested for artistic or cri…