Communication-graph metadata in A2A protocols allows label-blind classifiers to recover task classes at 6x chance from passive observation including workflow openings, with only full privacy properties reducing recovery to chance.
Network-level prompt and trait leakage in local research agents, 2025
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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Interview study of 44 novice researchers finds privacy fears paradoxically accelerate LLM use for faster publication, with misconceptions about idea value and data dilution, and perceived ineffective mitigations.
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From Privacy to Workflow Integrity: Communication-Graph Metadata in Autonomous Agent Interoperability
Communication-graph metadata in A2A protocols allows label-blind classifiers to recover task classes at 6x chance from passive observation including workflow openings, with only full privacy properties reducing recovery to chance.