Can VLMs Truly Forget? Benchmarking Training-Free Visual Concept Unlearning
arXiv:2604.03114v1 Announce Type: new
Abstract: 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: fine-tuning on a narrow fo…