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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.
By strategically allocating differential privacy based on layer-specific vulnerability, LM-DP-SGD significantly improves the privacy-utility trade-off against membership inference attacks on intermediate representations.
