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cs.CY2025
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…
cs.CV2025
MMTok: Multimodal Coverage Maximization for Efficient Inference of VLMs
Sixun Dong, Juhua Hu, Mian Zhang +3
Vision-Language Models (VLMs) demonstrate impressive performance in understanding visual content with language instruction by converting visual inputs to vision tokens. However, re…