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Hammond Pearce

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Preprint Nov 2026

The Devil is in the Context: Nine Dimensions of Prompt Injection Attacks

Prompt injection is usually discussed and evaluated as a single, homogeneous type of attack. However, vulnerabilities reported in real-world systems show that prompt injections vary widely. Moreover, the same instruction can be a prompt injection in one context and a legitimate request in another, depending on the user...

Jia-Min Chang, Kristina Nikolic, Rishi Sharma et al. · 0 citations
Preprint Aug 2026

GraftyVul: Synthesising Insecure Programs Through Real-World Vulnerability Grafting

This work presents GraftyVul, a system that constructs vulnerable programs by grafting real-world vulnerabilities into open-source projects, and introduces a language- and context-agnostic semantic embedding that compares vulnerabilities by sink, mechanism and host-feature rather than surface code.

Omri Ram, Mitchell Horner, R. van der Meyden et al. · 0 citations

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