2 papers
cs.GR2026
On the Controllability-Fidelity Frontier in Diffusion Editing
Yi Hu, Leying Yi, Emily Davis +1
Diffusion-based generative models enable powerful image editing capabilities, but achieving precise control while maintaining fidelity and safety remains challenging. We present a…
cs.MM2026
Editing on the Generative Manifold: A Theoretical and Empirical Study of General Diffusion-Based Image Editing Trade-offs
Yi Hu, Leying Yi, Emily Davis +1
Diffusion-based editing has rapidly evolved from curated inpainting tools into general-purpose editors spanning text-guided instruction following, mask-localized edits, drag-based…