Xu, S.; Liu, Y.; Chen, P.; Li, Y.-H.; Wang, S.; Kwong, S. When Privacy Meets Recovery: The Overlooked Half of Surrogate-Driven Privacy Preservation for MLLM Editing. AAAI 2026, 40, 35958-35966.