Veeramanohar Avudaiappan

StructuredEdit: Constraint-Aware Graphic Design Editing via Differentiable Parameter Propagation

This work presents StructuredEdit, a pipeline that reframes design editing as parameter manipulation rather than pixel generation and embeds hard design constraints into vision-language model fine-tuning by backpropagating pixel-level constraint violations through a lightweight differentiable rasterizer.