Automated Test Input Generation Based on Web User Interfaces via Large Language Models

Kento Hasegawa, Hibiki Nakanishi, Seira Hidano, Kazuhide Fukushima, Kazuo Hashimoto, Nozomu Togawa

2025

Abstract

The detailed implementation of IoT devices is often opaque, necessitating the use of a black-box model for verification. A challenge in fuzzing for the diverse types of IoT devices is generating initial test inputs (i.e., initial seeds for fuzzing) that fit the specific functions of the target. In this paper, we propose an automatic test input generation method for fuzzing the management interfaces of IoT devices. First, the automated web UI navigation function identifies the input fields. Next, the test input generation function creates appropriate test inputs for these input fields by analyzing the surrounding information of each field. By leveraging these functions, we establish a method for automatically generating test inputs specifically for the web user interfaces of IoT devices. The experimental results demonstrate that test inputs that are suitable for the input fields are successfully generated.

Paper Citation

in Harvard Style

Hasegawa K., Nakanishi H., Hidano S., Fukushima K., Hashimoto K. and Togawa N. (2025). Automated Test Input Generation Based on Web User Interfaces via Large Language Models. In Proceedings of the 10th International Conference on Internet of Things, Big Data and Security - Volume 1: IoTBDS; ISBN 978-989-758-750-4, SciTePress, pages 297-304. DOI: 10.5220/0013345200003944

in Bibtex Style

@conference{iotbds25,
author={Kento Hasegawa and Hibiki Nakanishi and Seira Hidano and Kazuhide Fukushima and Kazuo Hashimoto and Nozomu Togawa},
title={Automated Test Input Generation Based on Web User Interfaces via Large Language Models},
booktitle={Proceedings of the 10th International Conference on Internet of Things, Big Data and Security - Volume 1: IoTBDS},
year={2025},
pages={297-304},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013345200003944},
isbn={978-989-758-750-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 10th International Conference on Internet of Things, Big Data and Security - Volume 1: IoTBDS
TI - Automated Test Input Generation Based on Web User Interfaces via Large Language Models
SN - 978-989-758-750-4
AU - Hasegawa K.
AU - Nakanishi H.
AU - Hidano S.
AU - Fukushima K.
AU - Hashimoto K.
AU - Togawa N.
PY - 2025
SP - 297
EP - 304
DO - 10.5220/0013345200003944
PB - SciTePress