# Automatic Web Security Unit Testing: XSS Vulnerability Detection

arXiv: https://arxiv.org/abs/1804.00754 · HTML: https://mlsanity.com/paper/1804.00754/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 2 Apr 2018.

## Built on by (most cited first, 1 of 1)

- [A Match Made in Heaven? AI-driven Matching of Vulnerabilities and Security Unit Tests](https://mlsanity.com/paper/2502.03365/) (2025)

## Abstract (arXiv)

Integrating security testing into the workflow of software developers not only can save resources for separate security testing but also reduce the cost of fixing security vulnerabilities by detecting them early in the development cycle. We present an automatic testing approach to detect a common type of Cross Site Scripting (XSS) vulnerability caused by improper encoding of untrusted data. We automatically extract encoding functions used in a web application to sanitize untrusted inputs and then evaluate their effectiveness by automatically generating XSS attack strings. Our evaluations show that this technique can detect 0-day XSS vulnerabilities that cannot be found by static analysis tools. We will also show that our approach can efficiently cover a common type of XSS vulnerability. This approach can be generalized to test for input validation against other types injections such as command line injection.