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Semantic structures can serve as a reliable fingerprint for LLM ownership, achieving perfect detection without sacrificing model performance.
Covert policy steering can achieve an 81.33% success rate in redirecting agent decisions without compromising output integrity or being detected.
Backdoor attacks can generalize across trigger families, with Lilith achieving high success rates while preserving benign model performance.
