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Yang-Fan Zhou

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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