Adversarial Style Optimization: Enhancing VLM Jailbreaks by GRPO-Based Stylistic Triggers Optimization⭐7

ASO enhances visual jailbreak attacks on multimodal LLMs by optimizing stylistic triggers via GRPO, achieving higher Attack Success Rates and exposing stylistic...

Securing Multimodal AI through Internal Information Decomposition⭐8

FlowGuard detects harmful multimodal inputs by monitoring cross-modal consistency, reducing attack success rates from >90% to <15% with minimal utility loss.