一作ICML 2026Poster· Social Aspects / Safety
AgentLAB: Benchmarking LLM Agents against Long-Horizon Attacks
Tanqiu Jiang · Yuhui Wang · Jiacheng Liang · Ting Wang
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Tanqiu Jiang · Yuhui Wang · Jiacheng Liang · Ting Wang
Tanqiu Jiang · Jiacheng Liang · Rongyi Zhu · Jiawei Zhou · Fenglong Ma · Ting Wang
Jiacheng Liang · Tanqiu Jiang · Yuhui Wang · Rongyi Zhu · Fenglong Ma · Ting Wang
This paper presents AutoRAN, the first framework to automate the hijacking of internal safety reasoning in large reasoning models (LRMs). At its core, AutoRAN pioneers an execution simulation paradigm that leverages a weaker but less-aligned model to simulate execution reasoning for initial hijac...
Yuhui Wang · Tanqiu Jiang · Jiacheng Liang · Charles Fleming · Ting Wang