Where Identity Lives: Localized, Retain-Free Identity Unlearning in Multimodal Large Language Models

Kangwook Ko, Jaehyuk Jang, Wonjun Lee +2

Removing a specific individual's information from multimodal large language models (MLLMs) is often needed after deployment, but existing methods rely on a retain set, which is har…