Keep It CALM: Analyzing the Limits of Global Unsafety in Text-to-Image Generation

Training-free safeguards for text-to-image generation often rely on a reusable safety signal, such as an unsafe direction or global toxic subspace, applied broadly across prompts. We provide a controlled geometric analysis of this global-unsafety assumption and reveal a…

NaHyeon Park, Minhyun Lee, Hyunjung Shim·arXiv — cs.AI

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Key Takeaways

01.Training-free safeguards for text-to-image generation often rely on a reusable safety signal, such as an unsafe direction or global toxic subspace, applied broadly across prompts
02.We provide a controlled geometric analysis of this global-unsafety assumption and reveal a…

This material is provided as an extended analytical summary.

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