MLLMEraser: Achieving Test-Time Unlearning in Multimodal Large Language Models through Activation Steering.

arXiv:2510.04217v4 Announce Type: replace-cross Abstract: Multimodal large language models (MLLMs) have demonstrated remarkable capabilities across vision-language tasks, yet their large-scale deployment raises pressing concerns about memorized private data, o