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Diffusion Language Models for Perplexity-Aware Black-Box Attacks

arXiv:2610.31558v1 Announce Type: cross Abstract: \emph{Continuous-space} attacks find prompts that trigger malicious behaviors, such as overthinking, in black-box LLMs by sampling or optimizing over a low-dimensional Gaussian latent space and decoding it to text through a \emph{random mapping} and…

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  1. 2026-10-23 04:00 · arXiv stat.ML
    Diffusion Language Models for Perplexity-Aware Black-Box Attacks

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