Highlights

• Encode natural-language prompts into robust watermark vectors that survive typical sharing pipelines.
• Balance payload size and secrecy with an adversarial training loop that keeps the watermark imperceptible.
• Deliver a fast inference path compatible with modern diffusion systems for large-scale provenance tracking.

Code will be published alongside the camera-ready release, stay tuned.