Pair-Aware Optimization

A hybrid optimization framework for jailbreak attacks on LLM agents that combines first-order and zeroth-order optimization methods. By retaining multiple prefix candidates, conditionally refining suffixes and deferring selection among paired candidates, it improves attack success rates while reducing the number of queries.