Sangyeon Yoon
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126
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2026
Few-Shot Truly Benign DPO Attack for Jailbreaking LLMs
The paper introduces a truly benign Direct Preference Optimization (DPO) attack that can jailbreak large language models (LLMs) by fine-tuning them with minimal, harmless preference data, thereby suppressing refusal behavior even for malicious prompts.
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Papers
cs.CRcs.AIRecentMay 9, 2026
Few-Shot Truly Benign DPO Attack for Jailbreaking LLMs
Sangyeon Yoon, Wonje Jeung, Yoonjun Cho, Dongjae Jeon +1 more
The paper introduces a truly benign Direct Preference Optimization (DPO) attack that can jailbreak large language models (LLMs) by fine-tuning them with minimal, harmless preference data, thereby supp…
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