Xu, Siyuan, Yibing Liu, Peilin Chen, Yung-Hui Li, Shiqi Wang, and Sam Kwong. “When Privacy Meets Recovery: The Overlooked Half of Surrogate-Driven Privacy Preservation for MLLM Editing”. Proceedings of the AAAI Conference on Artificial Intelligence 40, no. 42 (March 14, 2026): 35958–35966. Accessed May 27, 2026. https://ojs.aaai.org/index.php/AAAI/article/view/40911.