Metric Unreliability in Multimodal Machine Unlearning: A Systematic Analysis and Principled Unified Score

Abdullah Ahmad Khan, Hamid Laga, Ferdous Sohel

Machine unlearning in Vision-Language Models (VLMs) is required for compliance with the General Data Protection Regulation (GDPR), yet current evaluation practices are inconsistent…