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BOSS achieves higher attack success rates and faster optimization times by shifting from depth-focused to breadth-oriented search in jailbreak optimization.
Optimizing attacker sequences can dramatically enhance the effectiveness of hard-label black-box text attacks, outperforming traditional methods by leveraging a strategic combination of attack strategies.
Forget brute-force search: PivotAttack uses a clever "inside-out" strategy to find the exact words that flip an LLM's classification with far fewer queries.
