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2027 Master Thesis Projects in ML Hardware Verification Lund

Job ID 2026-19792 Date posted Oct. 23, 2026 Location Lund, Sweden Category Machine Learning, Verification Apply

Ready to put ideas from university to work on real hardware challenges? At Arm in Lund, we develop neural accelerators for machine learning applications ranging from mobile devices and smart homes to autonomous vehicles.

We offer master’s thesis projects where students work alongside engineers, build prototypes and test new approaches to hardware verification. Bring curiosity, try out fresh ideas and help us improve the way we verify hardware!

Master’s Thesis Projects:

Here are our current hardware verification projects:

  • LLM Assisted Coverage Closure in Hardware Verification – Develop and evaluate a workflow using an AI coding agent for functional and code coverage closure in industrial UVM testbenches, assessing verification quality, engineering effort and LLM token usage.
  • 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.

Applications for alternative thesis projects are also welcome and should include a detailed proposal outlining the suggested work.

We are looking for individuals who:

Applicants must be currently enrolled and studying towards a master’s degree, with affiliation to a Swedish university or college, including through an exchange programme.

  • A strong interest in hardware verification.
  • A basic understanding of machine learning and neural networks, along with solid maths skills.
  • Professional proficiency in English.

Qualities that will help your application stand out:

  • Keen to learn new things and try different ways to solve problems.
  • Enjoy working with others and sharing ideas.
  • Pay attention to detail while keeping the bigger picture in mind.

Additional Information:

Applications should specify the project of interest and include an English CV and university transcript (grade sheet). Students applying as a pair should submit one joint application containing both applicants’ English CVs and university transcripts.

Please note we are unable to provide visa sponsorship for this role. Applicants must have the right to work in the country where the role is based, without relying on sponsorship by Arm, for the full duration of the master's thesis project.

In Return:

We’ll support our thesis students with regular feedback and opportunities to develop practical skills and learn from engineers working on machine learning hardware. Social activities also offer a chance to get to know the team and experience life at Arm!

A one-time payment of SEK 60,000 is provided upon project completion. #getreadytogrow

#LI-SS1

Test Our Limits. Your Limits

Every day the world invents something new to put our chips to the test. You can do the same. Because verification at Arm goes way, way beyond debugging – it’s solving the novel problems behind tech that barely exists yet. It’s working at the bleeding edge of machine learning, simulation software, model checking and hardware prototyping systems. It’s thinking the unthinkable and being sure we’re ready for it.

Drive change on Arm

At Arm, you'll influence 100% of the world's connected devices and all their applications. From healthcare and infrastructure to virtual reality, you'll affect nearly all industries worldwide, racing toward new milestones and achievements together.

Revolutionary Benefits

Health and Wellness

We create a safe space for you to nurture both your physical and mental wellbeing.

Work and Life Success

We empower people to experience life beyond the boundaries of standard work patterns.

Financial Rewards

We provide benefits beyond a competitive salary to reward our people for their dedication and contributions.

Development and Support

We foster professional and personal development, building a supportive community where everyone can thrive.

Life at Arm

Life in the office doesn’t get any better, especially when those offices are as sleek as ours and the people in them are innovative and supportive. Combine that with our focus on delivering as One Arm, and you’ll experience the kind of collaboration and togetherness that’s rare to find elsewhere. We share so much in common, not least a passion for progress, but we also celebrate each other's diversity.

Discover Life at Arm

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  • Machine Learning, Lund, Skåne County, SwedenRemove
  • Verification, Lund, Skåne County, SwedenRemove

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