Latent Bayesian Optimization

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.

Advik Raj Basani, Xiao Zhang