CIPL: A Channel-Aware Framework for Recoverable Privacy Leakage in LLM Agents
CIPL (Channel Inversion for Privacy Leakage), a channel-aware evaluation framework for black-box privacy leakage in LLM agents, is presented and provides a common framework for comparing how internal sensitive dependence is realized as externally recoverable leakage across heterogeneous agent pipelines.
Tao Huang, Guo-Xin Wu, Guo-Long Zheng et al.
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