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Haizhou Li

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Conference Open access 2026

NaturalSloth: Revisiting Denial-of-Service Attacks on Large Language Models

This work introduces NaturalSloth, an adversarial dataset of natural, instruction-based DoS prompts, and designs a multi-agent synthesis framework to scale the dataset while preserving malicious intent and increasing semantic diversity.

Yiming Chen, Zexin Li, Xianghu Yue et al. · 0 citations