PGID defends diffusion watermark detectors against removal and forgery attacks by progressively projecting perturbed latents back to their correct regions via guided inversion-denoising cycles, restoring reliable detection without training.
TextSeal is a localized LLM watermark using dual-key generation and entropy-weighted scoring for robust provenance and distillation detection without inference overhead.