Beyond Trial-and-Error: Agentic Optimization for Image-to-Video Adherence.

arXiv:2608.12290v2 Announce Type: replace-cross Abstract: Modern black-box Image-to-Video (I2V) models offer powerful capabilities in automated content creation, yet their lack of fine-grained control and reliability presents significant challenges in professi