Cross-Domain Adversarial Transfer and Alignment Stability in Multimodal Models

This report synthesises findings from 8 peer-reviewed papers addressing the following research question: How does cross-domain adversarial transfer between image and text modalities affect the alignment stability of multimodal models under attack. 9 claims were extracted from source literature; 9 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.8/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research goal: How does cross-domain adversarial transfer between image and text modalities affect the alignment stability of multimodal models under attack?

Autonomous literature synthesis. Automated review score: 8.8/10. Full text and citation available at Assignee Research.