Pair-Aware Optimization: Coordinating Exploration and Refinement for Jailbreaking LLM Agents.

arXiv:2610.24823v1 Announce Type: cross Abstract: Large Language Model (LLM) agents are vulnerable to adversarial inputs that induce attacker-specified malicious behaviors, commonly referred to as jailbreaking. Existing optimization-based jailbreak attacks pri