StructuredEdit: Constraint-Aware Graphic Design Editing via Differentiable Parameter Propagation
Graphic design editing requires precise manipulation of typography, layout, and visual hierarchy under strict design constraints. Following the introduction of large language models, organizations have increasingly promoted vision-language models to enhance productivity. However, current models operate on pixels and achieve only 52% constraint satisfaction on structured design edits, thereby limiting their reliability for professional workflows. We present StructuredEdit, a pipeline that reframes design editing as parameter manipulation rather than pixel generation. Our core technical contribution is Differentiable Parameter Propagation (DPP), a training method that embeds hard design con...
| Authors | Veeramanohar Avudaiappan, Ritwik Murali |
|---|---|
| Primary category | cs.GR |
| Published | 6 July 2026 |
| Last updated at source | 6 July 2026 |
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