CASA: Classification Augmented with Safety Attention for Robust Multimodal Alignment

Anurag Kumar, Raghuveer Peri, Jon Burnsky +4

Multimodal large-language models (MLLMs) often experience degraded safety alignment when harmful queries exploit cross-modal interactions. Models aligned on text alone show a highe…