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20242026
most citedREEF: Representation Encoding Fingerprints for Large Language Models

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cs.CR2025

Agent Tools Orchestration Leaks More: Dataset, Benchmark, and Mitigation

Yuxuan Qiao, Dongqin Liu, Hongchang Yang +2

LLM agents can combine individually non-revealing tool returns and disclose a sensitive conclusion, creating Tools Orchestration Privacy Risk (TOP-R). We formalize TOP-R through th…