OCELOT: Inference-Leakage Budgets for Privacy-Preserving LLM Agents

Jin Xie, Songze Li

Large language model (LLM) agents increasingly act on a user's behalf -- reading personal files, calling tools, transacting with external services -- possibly leaking personally id…