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cs.CR2025★ 1 cited
Bypassing LLM Guardrails: An Empirical Analysis of Evasion Attacks against Prompt Injection and Jailbreak Detection Systems
William Hackett, Lewis Birch, Stefan Trawicki +2
Large Language Models (LLMs) guardrail systems are designed to protect against prompt injection and jailbreak attacks. However, they remain vulnerable to evasion techniques. We dem…
cs.CR2022
PINCH: An Adversarial Extraction Attack Framework for Deep Learning Models
William Hackett, Stefan Trawicki, Zhengxin Yu +2
Adversarial extraction attacks constitute an insidious threat against Deep Learning (DL) models in-which an adversary aims to steal the architecture, parameters, and hyper-paramete…