S. Xu, Y. Liu, P. Chen, Y.-H. Li, S. Wang, and S. Kwong, “When Privacy Meets Recovery: The Overlooked Half of Surrogate-Driven Privacy Preservation for MLLM Editing”, AAAI, vol. 40, no. 42, pp. 35958–35966, Mar. 2026.