arXiv:2610.36146v1 Announce Type: new Abstract: Prompt optimization should improve the image a user receives without changing the scene the user requested. Yet stylistic rewriting can weaken object attributes and relations even when global text--image similarity remains high. We propose StruPO, a structure-aware prompt editor that uses a calibrated scene graph as a shared representation for policy

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BuilderBuilders can adopt a one-pass prompt-rewrite policy that preserves object attributes and relations, cutting iterative critique-rewrite loops in image pipelines.
ResearcherThe paper turns scene-graph structural feedback into a training signal, with ablations linking gains to graph conditioning, local editing, and image-grounded le

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