Jailbreak Attack

GASP: Efficient Black-Box Generation of Adversarial Suffixes for Jailbreaking LLMs
GASP: Efficient Black-Box Generation of Adversarial Suffixes for Jailbreaking LLMs
We introduce Generative Adversarial Suffix Prompter (GASP), a novel framework that combines human-readable prompt generation with Latent Bayesian Optimization (LBO) to improve adversarial suffix creation in a fully black-box setting.
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Generative Adversarial Suffix Prompter (GASP)
Generative Adversarial Suffix Prompter (GASP)
In our NeurIPS'25 paper, we develop Generative Adversarial Suffix Prompter (GASP),a novel black-box attack framework that leverages latent Bayesian optimization to generate human-readable adversarial suffixes.
PDF Code OpenReview AdvSuffixes Dataset