Papers by Min Jae Jung
STAR-Teaming: A Strategy-Response Multiplex Network Approach to Automated LLM Red Teaming (2026.findings-acl)
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| Challenge: | Large Language Models (LLMs) are susceptible to jailbreak prompts that can elicit harmful or inappropriate responses. |
| Approach: | They propose a black-box framework for automated red teaming that integrates a Multi-Agent System with a Strategy-Response Multiplex Network and employs network-driven optimization to sample effective attack strategies. |
| Outcome: | The proposed framework surpasses existing methods and achieves higher attack success rate (ASR) at lower computational cost. |