Dezhang Kong

DNF: Dual-Layer Nested Fingerprinting for Large Language Model Intellectual Property Protection

The rapid growth of large language models raises pressing concerns about intellectual property protection under black-box deployment. Existing backdoor-based fingerprints either rely on rare tokens -- leading to high-perplexity inputs susceptible to filtering -- or use fixed trigger-response mapping…