AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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BOSS is proposed, a plug-and-play framework that improves GCG-based jailbreak optimization through breadth-oriented suffix search and improves attack success rates across multiple GCG-based methods while reducing optimization time.
Experiments across multiple datasets, victim models, and large language models show that OASIS consistently outperforms strong standalone baselines and simple manually constructed chains, suggesting that attacker composition is not merely an implementation choice, but a practical optimization target for improving hard-...
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