2026 Master Thesis Projects in ML Hardware Verification Lund

At Arm, students can take their skills to the next level by collaborating on their Master Thesis. Work on real-world projects, apply your knowledge, and shape the future of technology while building the foundation for a successful career

A significant part of Arm's work in Lund involves developing our Neural Processing Units (NPUs). These accelerators run machine learning algorithms for next-generation mobile apps, smart devices, home automation, self-driving cars, and more Contribute fresh ideas through thesis project and explore innovative technology.

*What*
you could be doing as a Master Thesis Student?*
*Here Are Our Current Hardware Verification Projects

• Graph-Based Analysis of Hardware Verification Stimuli– Investigate how structural patterns and relationships in directed attributed graphs can reveal insights into verification coverage, anomalies, and diversity.
• Constraint-Based Graph Generation for Hardware Task Orchestration– Investigate solver-based methods to efficiently generate valid and diverse control graphs for configurable hardware orchestrators.

Have a different project idea? Include a detailed proposal with your application.

We Are Looking For Individuals Who
Are currently enrolled and studying towards a Masters Degree.

• A strong interest in hardware verification.
• Basic understanding of machine learning, neural networks, and solid math skills.
• Professional proficiency in English.
• Affiliated with a Swedish university/college (including exchange programs).

*Qualities that will help your application stand out:*

• Passion for learning and creative problem solving.
• Strong collaboration and communication skills.
• Excellent attention to detail while understanding the bigger picture.

*Additional Information:*
We encourage early applications as we review them on a first come/first served basis.

Specify the project you are interested in when applying. If applying with a partner, submit a single application together.
Please include your University Transcript (Grade sheet) to your application together with your English CV.
For pair applications, provide both applicants' CVs and transcripts.

In Return
Working on interesting new projects is exciting, but we also know how valuable it is to receive support. Throughout your project, you can expect regular feedback and development opportunities, social activities and insights of the state of the art research and development happening within Machine learning today. #getreadytogrow

Our Master thesis projects are crafted to give you the best start possible and support your personal growth as well as professional development.

Our
10x mindset
guides how we engineer, collaborate, and grow. Understand what it means and how to reflect 10x in your work:

*Accommodations at Arm*
At Arm, we want to build extraordinary teams. If you need an adjustment or an accommodation during the recruitment process, please email . To note, by sending us the requested information, you consent to its use by Arm to arrange for appropriate accommodations. All accommodation or adjustment requests will be treated with confidentiality, and information concerning these requests will only be disclosed as necessary to provide the accommodation. Although this is not an exhaustive list, examples of support include breaks between interviews, having documents read aloud, or office accessibility. Please email us about anything we can do to accommodate you during the recruitment process.

*Hybrid Working at Arm*
Arm's approach to hybrid working is designed to create a working environment that supports both high performance and personal wellbeing. We believe in bringing people together face to face to enable us to work at pace, whilst recognizing the value of flexibility. Within that framework, we empower groups/teams to determine their own hybrid working patterns, depending on the work and the team's needs. Details of what this means for each role will be shared upon application. In some cases, the flexibility we can offer is limited by local legal, regulatory, tax, or other considerations, and where this is the case, we will collaborate with you to find the best solution. Please talk to us to find out more about what this could look like for you.

*Equal Opportunities at Arm*
Arm is an equal opportunity employer, committed to providing an environment of mutual respect where equal opportunities are available to all applicants and colleagues. We are a diverse organization of dedicated and innovative individuals, and don't discriminate on the basis of race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.