@inproceedings{aaai2026, author = {Tongtong Su and Chengyu Wang and Haipeng Liao and Jun Huang and Dongming Lu}, title = {Zero-to-Hero: Empowering Video Appearance Transfer with Zero-Shot Initialization and Holistic Restoration}, booktitle = {Proceedings of the 40th AAAI Conference on Artificial Intelligence}, year = {2026}, pages = {9153–9160} }