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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Yingkai Dong

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Preprint Aug 2026

Extracting Knowledge from Tools in LLM Agents

This paper proposes ToolSiphon, a query-only extraction attack that introduces two complementary signals: a target-discriminative signal, implemented through Tool Contrastive Analysis, to steer queries toward the target tool; and a response-grounded factual signal, implemented through Evidence Chained Feedback, to miti...

Chuan-Chao Zang, Jia-Ning Wang, Wen-Yu Chen et al. · 0 citations

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