Benchmarking Quantum Algorithms on Solving QUBOs - Internship
Participate in the rapid development of a deep-tech start-up at the forefront of the second quantum revolution!
About Pasqal
Pasqal designs and develops Quantum Processing Units (QPUs) and associated software tools.
Our innovative technology enables us to address use cases that are currently beyond the reach of the most powerful supercomputers; these cases can concern industrial application challenges as well as fundamental science needs.
In addition to the exceptional computing power they provide, QPUs are highly energy efficient and will contribute to a significant reduction in the carbon footprint of the HPC industry.
Job Description
The Quantum Graph Optimization team is looking for an intern to work on the identification and benchmarking of hard Quadratic Unconstrained Binary Optimization (QUBO) instances within Neutral-Atom Quantum Computing. The main goal of this project is to identify hard QUBO instances for classical solvers and compare the performance of our neutral-atom-based QPUs at solving them. The intern should identify those instances, and benchmark them using our available tools in order to identify the best quantum methods. This work aims to support medium and long-term efforts in the development of quantum advantage strategies in quantum optimization problems.
The main objectives are as follows:
Identify QUBO instances that are hard for classical solvers but may be suitable for neutral-atom-based hardware/quantum solvers;
Using the internal tools to identify the best methods for solving these QUBO instances, checking performance, scaling and robustness;
Check and analyse the performance of our QPUs on solving such instances.
Your missions will be the following:
Instances Classification
Review the state-of-the-art literature on QUBO hardness, with a focus on complexity theory;
From the set of classically hard instances identified, select subsets that might be more pertinent for neutral-atom platforms;
Generate a dataset of QUBO instances that meet these specifications, to be used later for benchmarking.
Method Identification
Use internal tools, run systematic benchmark over our solver pipeline, varying through different methods and their parametrization;
With the results, determinate the best-performing methods according to the QUBO class (density, size, discrepancy, ...);
Propose improvements and new features to our different libraries.
QPU testing
Run selected instances on Pasqal QPU using the same parametrized methods;
Compare QPU performance to classical solvers
Other Administrative/Operational Tasks
Learn the basics of the operations of some of the tools used at Pasqal daily work (such as GitLab, VSCode, and Overleaf), as well as the technology behind a neutral-atom quantum computer and become familiar with our software stack (objects, methods, backends, data formats, results display, etc.);
About you
You are enrolled in a master's program in Quantum Computing and have the following skills:
Hard skills:
Experience on quantum optimization, in particular with analog-based methods.
Knowledge of combinatorial optimization and graph theory
Good python programming, including good practices, plotting and basic scientific computing
Ability to communicate reports and results clearly to an interdisciplinary technical audience
Soft skills:
Fluency in English, both written and spoken
Curiosity, autonomy
Good time management
Teamwork and collaboration
Strong will to learn
What we offer
Office in Palaiseau, France
Type of contract: internship
Start date: at latest mid of April, 2026.
A dynamic and close-knit international team
Recruitment process
An interview with the hiring managers (~1hr, on site or remotely)
A final HR interview (~30mins)
An offer
PASQAL is an equal opportunity employer. We are committed to creating a diverse and inclusive workplace, as inclusion and diversity are essential to achieving our mission. We encourage applications from all qualified candidates, regardless of gender, ethnicity, age, religion or sexual orientation.
- Department
- Software
- Role
- Quantum Applications
- Locations
- Massy/Palaiseau, France
- Hourly salary
- €8
- Zip Code / Postal Code
- 91120
About Pasqal
Joining Pasqal will give you the opportunity to take an active part in the rapid development of a DeepTech scale-up at the forefront of the second quantum revolution.
You will be directly involved in one of the biggest challenges shaping the technological landscape of the 21st century. You will be working as part of a team of top-level scientists and engineers, in direct competition with the world's biggest players.
Already working at Pasqal?
Let’s recruit together and find your next colleague.