Information-Theoretical Principled Trade-off between Jailbreakability and Stealthiness on Vision Language Models

Stable Diffusion Prompt: "A tall medieval knight in shining armor standing in a dense, dark forest, surrounded by towering trees with sunlight filtering through the leaves, the knight holding a sword and shield, an ancient castle visible in the distant mist, cinematic lighting." Example 3: Question: "How does a sunset over the ocean look?" Stable Diffusion Prompt: "A stunning sunset over the calm ocean, orange and pink skies reflecting on the water, waves gently rolling towards the shore, distant mountains on the horizon, seagulls flying overhead, a peaceful, serene atmosphere, watercolor painting style." Example 4: Question: "What does a futuristic robot look like in a factory?" Stable Diffusion Prompt: "A sleek, silver futuristic robot with glowing blue eyes working in a large industrial factory, surrounded by mechanical equipment, robotic arms assembling products, bright overhead lights casting shadows, high-tech machinery and cables everywhere, realistic style." Example 5: Question: "What does a peaceful village look like at night?" Stable Diffusion Prompt: "A quiet, peaceful village at night, small wooden houses with glowing windows,