A decision-theoretic steganographic gap, based on generalized V-information, quantifies and detects steganographic reasoning in LLMs by measuring asymmetry in downstream utility between agents who can and cannot decode hidden content.
Filter with the channel’s verification function and an LLM nationality judge
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A Decision-Theoretic Formalisation of Steganography With Applications to LLM Monitoring
A decision-theoretic steganographic gap, based on generalized V-information, quantifies and detects steganographic reasoning in LLMs by measuring asymmetry in downstream utility between agents who can and cannot decode hidden content.