Xian, X.; He, X.; Niu, Z.; Zhang, J.; Xie, W.; Song, S.; Yu, Z.; Shen, L. CA-Edit: Causality-Aware Condition Adapter for High-Fidelity Local Facial Attribute Editing. AAAI 2025, 39, 8593-8601.