Position: Universal Aesthetic Alignment Narrows Artistic Expression
arXiv:2512.11883v3 Announce Type: replace-cross
Abstract: Over-aligning image generation models to a generalized aesthetic preference conflicts with user intent, particularly when “anti-aesthetic” outputs are requested for artistic or critical purpose…