@article{instantvideomodelsuniversaladaptersforst, title = {Instant Video Models: Universal Adapters for Stabilizing Image-Based Networks}, author = {Matthew Dutson and Nathan Labiosa and Yin Li and Mohit Gupta}, year = {2025}, eprint = {2512.03014}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.03014}, }