LLM 漏洞发现 Agent 的 token 成本诊断研究

1. 12:00
   arXiv · Software Engineering

   LLM 漏洞发现智能体的 token 成本去了哪里：理解与降低

   研究通过 200 条 CyberGym 轨迹、对 Codex、OpenCode、Cybench 和 EnIGMA 四种智能体的多轴开放编码分析，诊断 LLM 漏洞发现中的 token 成本与失败原因。

Current heat 9·Comparable peak 10（Oct 9）·Comparable change over 24 hours –

The trend compares only the same participants observed continuously; its range may be smaller than the current heat count. Move or click on the chart to inspect hourly heat; use the left and right arrow keys to switch.