Author

Shiqian Zhao

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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

Recently, large language model (LLM) agents, such as Codex, Claude Code, and OpenClaw, have become capable of planning and executing long-horizon tasks through repeated tool calls. This capability also creates new opportunities for prompt injection. Existing attacks either place the malicious objective in one explicit...

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

Jul 2026

When Claws Remember but Do Not Tell: Stealthy Memory Injection in Persistent Personal Agents

Results suggest that persistent memory can turn ordinary external processing into a practical pathway for long-term agent compromise.

Ye-Chao Zhang, Shiqian Zhao, Jiawen Zhang et al. · arXiv.org · 1 citation