2 papers
cs.LG2026
Three Creates All: You Only Sample 3 Steps
Yuren Cai, Guangyi Wang, Zongqing Li +3
Diffusion models deliver high-fidelity generation but remain slow at inference time due to many sequential network evaluations. We find that standard timestep conditioning becomes…
cs.CV2026
VeloEdit: Training-Free Consistent and Continuous Instruction-Based Image Editing via Velocity Field Decomposition
Zongqing Li, Zhihui Liu, Yujie Xie +3
Instruction-based image editing aims to modify source content according to textual instructions. However, existing methods built upon flow matching often struggle to maintain consi…