内梅亨大学

PhD Position: Explainable AI for Software Vulnerabilities

项目介绍

Are you an aspiring researcher passionate about software engineering with a strong interest in real-world industrial applications? Are you interested in ground-breaking research on security vulnerabilities and explainable AI that will help software engineers identify, fix and understand software bugs more efficiently? If so, you have a key role to play as a PhD candidate in the Find2Fix project!

Software errors and vulnerabilities, or bugs, consume significant time and resources from software engineers. Several solutions have been implemented, from memory-safe programming languages to coding assistants designed to help developers write safer, more efficient and maintainable code. Despite this, developers continue to develop buggy code, often without fully understanding the root causes or how to effectively fix them.

In the Find2Fix: Reducing Software Errors using Transparent AI project, we engineer the first open-source tool for the entire process from software error discovery to mitigation based on security testing and model inference (PhD1) and explainable AI (PhD2) technology. Your main responsibilities as a PhD candidate will be to conduct cutting-edge research within the Find2Fix project. Your research will be published and presented at international AI, software engineering and security venues.

The first position, supervised by Erik Poll and Harald Vranken, explores the combination of security testing, such as fuzzing or other techniques for static (SAST) and dynamic (DAST) analysis, with model inference using Sicco Verwer’s FlexFringe tool. This tool maps execution traces to automata that model software behaviour, which can then be used to analyse security flaws.

The second position, supervised by Mairieli Wessel and Frits Vaandrager, focuses on explaining the root cause of already identified bugs and why a suggested fix works, tailoring explanations to the varying contexts and needs of software engineers. You will research and apply explainable AI techniques, engaging with software engineers via case studies, interviews and other empirical methods to better understand their perspectives, and refine and evaluate the quality of the explanations.

As a PhD candidate, you will be part of a dynamic and collaborative research group. The Find2Fix project is a joint initiative involving two industrial partners – ASML and dCodis (a startup). Alongside the rest of the team, you will contribute to developing demonstrators for the Find2Fix technology at our industrial partners. This project fosters a close collaboration between Radboud University and TU Delft, where two additional PhD students will also work on Find2Fix under the supervision of Dr Sicco VerwerDr Annibale Panichella, and Dr Sebastijan Dumančić.

Your teaching load will be up to 10% of your working time.

Would you like to learn more about what it’s like to pursue a PhD at Radboud University? Visit the page about working as a PhD candidate

Profile

  • You hold an MSc or equivalent degree in computer science, artificial intelligence, mathematics, or a closely related field, or expect to obtain such a degree this academic year.
  • You enjoy working both independently and as part of a team.
  • You are proficient in English and have good communication, presentation and writing skills.
  • While previous knowledge of software engineering and security and programming skills are beneficial, the willingness to learn and extend your knowledge in these areas is more important.

If you have not yet fully completed your Master’s degree but are excited about this position, please do not hesitate to apply or to contact Dr Mairieli Wessel.

We are

The positions are available in the Software Science and Digital Security groups at the Institute for Computing and Information Sciences (iCIS), Radboud University. The research will be conducted under the supervision of Dr Erik Poll, Prof. Frits Vaandrager, Prof. Harald Vranken, and Dr Mairieli Wessel. We offer joining a fun and diverse group that maintains a range of international cooperations.

Radboud University

At Radboud University, we aim to make an impact through our work. We achieve this by conducting groundbreaking research, providing high-quality education, offering excellent support, and fostering collaborations within and outside the university. In doing so, we contribute indispensably to a healthy, free world with equal opportunities for all. To accomplish this, we need even more colleagues who, based on their expertise, are willing to search for answers. We advocate for an inclusive community and welcome employees with diverse backgrounds, cultures, and perspectives. Will you also contribute to making the world a little better? You have a part to play.

If you want to learn more about working at Radboud University, follow our Instagram account and read stories from our colleagues.

Faculty of Science
The Faculty of Science (FNWI), part of Radboud University, engages in groundbreaking research and excellent education. In doing so, we push the boundaries of scientific knowledge and pass that knowledge on to the next generation.

We seek solutions to major societal challenges, such as cybercrime and climate change and work on major scientific challenges, such as those in the quantum world. At the same time, we prepare our students for careers both within and outside the scientific field.

Currently, more than 1,300 colleagues contribute to research and education, some as researchers and lecturers, others as technical and administrative support officers. The faculty has a strong international character with staff from more than 70 countries. Together, we work in an informal, accessible and welcoming environment, with attention and space for personal and professional development for all.

We offer

  • We will give you a temporary employment contract (1.0 FTE) of 1.5 years, after which your performance will be evaluated. If the evaluation is positive, your contract will be extended by 2.5 years (4-year contract). 
  • You will receive a starting salary of €2,901 gross per month based on a 38-hour working week, which will increase to €3,707 in the fourth year (salary scale P).
  • You will receive an 8% holiday allowance and an 8,3% end-of-year bonus. 
  • We offer Dual Career Coaching. The Dual Career Coaching assists your partner via support, tools, and resources to improve their chances of independently finding employment in the Netherlands. 
  • You will receive extra days off. With full-time employment, you can choose between 30 or 41 days of annual leave instead of the statutory 20. 

Additional employment conditions

Work and science require good employment practices. Radboud University’s primary and secondary employment conditions reflect this. You can make arrangements for the best possible work-life balance with flexible working hours, various leave arrangements and working from home. You are also able to compose part of your employment conditions yourself. For example, exchange income for extra leave days and receive a reimbursement for your sports membership. In addition, you receive a 34% discount on the sports and cultural activities at Radboud University as an employee. And, of course, we offer a good pension plan. We also give you plenty of room and responsibility to develop your talents and realise your ambitions. Therefore, we provide various training and development schemes.

项目概览

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访问项目链接 招生网站
欧洲, 荷兰 所在地点
带薪岗位制 项目类别
截止日期 2025-04-30
内梅亨大学

院校简介

奈梅亨大学是欧洲顶尖的研究型学术院校。
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联系方式

邮箱: info@communicatie.ru.nl 电话: +31 24 361 61 61

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