Xu, Siyuan, et al. “When Privacy Meets Recovery: The Overlooked Half of Surrogate-Driven Privacy Preservation for MLLM Editing”. Proceedings of the AAAI Conference on Artificial Intelligence, vol. 40, no. 42, Mar. 2026, pp. 35958-66, doi:10.1609/aaai.v40i42.40911.