Can VLMs Truly Forget? Benchmarking Training-Free Visual Concept Unlearning

Zhangyun Tan, Zeliang Zhang, Susan Liang +3

VLMs trained on web-scale data retain sensitive and copyrighted visual concepts that deployment may require removing. Training-based unlearning methods share a structural flaw: fin…