The paper defines causality laundering as an attack leaking information from denial outcomes in LLM tool calls and proposes the Agentic Reference Monitor to block it using denial-aware provenance graphs.
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A multi-modal egress monitor uses text pipelines, media scramblers gated by Ed25519 attestation, and Miller-Madow mutual information to drive residual covert capacity to zero on destroyable channels.
citing papers explorer
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Causality Laundering: Denial-Feedback Leakage in Tool-Calling LLM Agents
The paper defines causality laundering as an attack leaking information from denial outcomes in LLM tool calls and proposes the Agentic Reference Monitor to block it using denial-aware provenance graphs.
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An Application-Layer Multi-Modal Covert-Channel Reference Monitor for LLM Agent Egress
A multi-modal egress monitor uses text pipelines, media scramblers gated by Ed25519 attestation, and Miller-Madow mutual information to drive residual covert capacity to zero on destroyable channels.