Textual Inversion forensics

Description

Diffusion-model attribution via inverted embedding probes. Recovers a pseudo-token that best activates target style; statistical significance of activation vs. distractors yields attribution score. Patentable invention, top novelty rating.

Technical signature

in: (diffusion_model, target_style_images[]) → out: { inverted_embedding, activation_p }

Adversarial robustness

Robust to fine-tuning of CLIP encoder; sensitive to full UNet retraining.

Daubert eligibility

Method is peer-reviewed, has published error rates, and is reproducible from the chain-of-custody hash. Eligible for Tier-A admissibility packaging. Ultimate admissibility is the court's determination.