2 papers
cs.CV2026
Not all tokens contribute equally to diffusion learning
Guoqing Zhang, Lu Shi, Wanru Xu +4
With the rapid development of conditional diffusion models, significant progress has been made in text-to-video generation. However, we observe that these models often neglect sema…
cs.CV2025
Condition Weaving Meets Expert Modulation: Towards Universal and Controllable Image Generation
Guoqing Zhang, Xingtong Ge, Lu Shi +5
The image-to-image generation task aims to produce controllable images by leveraging conditional inputs and prompt instructions. However, existing methods often train separate cont…