Tools Orchestration Privacy Risk
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Agent Tools Orchestration Leaks More: Dataset, Benchmark, and Mitigation
arXiv:2512.16310v3 Announce Type: replace Abstract: LLM-based agents increasingly use multiple external tools to complete complex tasks. We study Tools Orchestration Privacy Risk (TOP-R): an agent may combine individually non-sensitive tool returns and disclose an unintended sensitive conclusion. We formalize TOP-R with three conditions: conclusion sensitivity, single-source non-inferability, and compositional inferability.