2 papers
cs.CV2026
Determinism of Randomness: Prompt-Residual Seed Shaping for Diffusion Generation
Song Yan, Wei Zhai, Chenfeng Wang +9
Diffusion models start generation from an isotropic Gaussian latent, yet changing only the random seed can lead to large differences in prompt faithfulness, composition, and visual…
cs.CV2025
Break Stylistic Sophon: Are We Really Meant to Confine the Imagination in Style Transfer?
Gary Song Yan, Yusen Zhang, Jinyu Zhao +9
In this pioneering study, we introduce StyleWallfacer, a groundbreaking unified training and inference framework, which not only addresses various issues encountered in the style t…