ShieldCLIP: Selective Safety Alignment for Harmful Content Mitigation in Multimodal Foundation Models.

arXiv:2609.39688v1 Announce Type: cross Abstract: Multimodal encoders such as CLIP underlie many downstream systems, but their web-scale training data embed harmful associations that safety alignment must suppress without unnecessarily changing benign represen