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cs.CR2026
Generate "Normal", Edit Poisoned: Branding Injection via Hint Embedding in Image Editing
Desen Sun, Jason Hon, Howe Wang +3
With the rapid advancement of generative AI, users increasingly rely on image-generation models for image design and creation. To achieve faithful outputs, users typically engage i…
cs.CR2025
Attacks on Approximate Caches in Text-to-Image Diffusion Models
Desen Sun, Shuncheng Jie, Sihang Liu
Diffusion models are a powerful class of generative models that produce images and other content from user prompts, but they are computationally intensive. To mitigate this cost, r…