Author

Guo-Long Zheng

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#artificial intelligence Preprint Sep 2026

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. · 0 citations

#artificial intelligence Preprint Sep 2026

PAPC: Platform Mediation for Privacy-Propagation Externalities in AI-Mediated Workflows

This work presents PAPC, a platform-mediated mechanism that intercepts information-moving events before they update shared state or external channels and positions event-level mediation as a platform-governance primitive for agent-mediated online work.

Tao Huang, Guo-Xin Wu, Chen Hou et al. · 0 citations