OCELOT recasts agent privacy as posterior-risk control and implements Witness-Verified Declassification to authorize the least-disclosing useful release under a sink-trust-weighted min-entropy budget.
Constrained decoding for fill-in-the-middle code language models via efficient left and right quotienting of context-sensitive grammars,
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OCELOT: Inference-Leakage Budgets for Privacy-Preserving LLM Agents
OCELOT recasts agent privacy as posterior-risk control and implements Witness-Verified Declassification to authorize the least-disclosing useful release under a sink-trust-weighted min-entropy budget.