ShieldCLIP: Selective Safety Alignment for Harmful Content Mitigation in Multimodal Foundation Models
ShieldCLIP introduces a framework for selective safety alignment in CLIP-like encoders. It conditions training objectives on the observed safety state of each modality rather than the sample's origin. This allows ShieldCLIP to preserve safe content while redirecting only unsafe associations, offering a balanced approach to harmful content mitigation.