RedAct redacts agent traces to drop normalized skill transfer below the no-skill baseline on CapTraceBench while preserving audit evidence and adding detectable behavioral watermarks.
PART: Information-preserving reformulation of reasoning traces for antidistillation
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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cs.CR 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Interaction-layer antidistillation watermarks use system-prompt-induced behavioral markers like explicit follow-up questions that transfer to distilled student models at 45-89% relative fidelity and can be audited via black-box LLM-as-judge queries.
citing papers explorer
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RedAct: Redacting Agent Capability Traces for Procedural Skill Protection
RedAct redacts agent traces to drop normalized skill transfer below the no-skill baseline on CapTraceBench while preserving audit evidence and adding detectable behavioral watermarks.
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Asking Back: Interaction-Layer Antidistillation Watermarks
Interaction-layer antidistillation watermarks use system-prompt-induced behavioral markers like explicit follow-up questions that transfer to distilled student models at 45-89% relative fidelity and can be audited via black-box LLM-as-judge queries.