2 papers
cs.CV2026
TIDE: Trajectory-Informed Skill Distillation for Efficient Text-to-Video Prompt Optimization
Chengxing Zhou, Yuliang Huang, Jingwei Song
Text-to-video (T2V) models are highly sensitive to prompt specificity, while iterative prompt optimization typically improves generation quality only through repeated video generat…
cs.CL2026
Language Generation as Optimal Control: Closed-Loop Diffusion in Latent Control Space
ZiYi Dong, Yuliang Huang, Weijian Deng +3
This work reformulates language generation as a stochastic optimal control problem, providing a unified theoretical perspective to analyze autoregressive and diffusion models and e…