Guosen Wu
1 indexed paper
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1With code
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126
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Crypto×1
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2026
Observable Channels, Not Just Storage: Evaluating Privacy Leakage in LLM Agent Pipelines
The paper introduces CIPL, a unified channel-oriented framework, demonstrating that privacy leakage in LLM agents is governed by observable data channels and pipeline interactions, rather than being limited to individual storage components.
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