Author

Run-Yi Hu

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Preprint Sep 2026

Practical Secrets Extraction against Black-box LLMs

Large language models (LLMs) increasingly power autonomous coding agents such as Codex and Claude Code, yet their training corpora may contain confidential credentials exposed in public repositories or collected from private development artifacts, creating risks of memorization and subsequent leakage. Existing extracti...

Shi-Qian Zhao, Si-Wei Jiang, Xin-Feng Li et al. · 0 citations

Preprint Aug 2026

ECLIPSE: Self-Evolving Stealthy Prompt Injection Attack against Long-Horizon Agentic Systems

ECLIPSE is a self-evolving and stealthy prompt-injection framework for long-horizon agentic systems that achieves up to 96.7% attack success without defense and 69.2% under the common safety filter, exceeding the strongest baseline by 27.5% in the defended setting.

Shi-Qian Zhao, Yang-Fan Zhou, Xin-Feng Li et al. · 0 citations