@article{zerotoherozeroshotinitialization, title = {Zero-to-Hero: Zero-Shot Initialization Empowering Reference-Based Video Appearance Editing}, author = {Tongtong Su and Chengyu Wang and Jun Huang and Dongming Lu}, year = {2025}, eprint = {2505.23134}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.23134v1}, }