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Third-cycle subject: Doctoral program in Applied and Computational Mathematics
We focus on developing optimization algorithms, methods, and fundamental theory, for analyzing specific input-output properties of deep neural networks (DNNs) and training DNNs with guaranteed properties. The ability to rigorously analyze and train DNNs with guaranteed properties is essential for us to trust AI-based systems, and this is an active research area. The goal is to develop deterministic optimization methods and we will build upon, and further develop, theory and concepts from mixed-integer and global optimization. A central question in the project is ”how to construct strong polyhedral representations and relaxations of DNNs”. A strong interest in mathematical programming (e.g., mixed-integer optimization) is a great advantage.
Wallenberg AI, Autonomous Systems and Software Program (WASP) is Sweden’s largest individual research program ever, a major national initiative for strategically motivated basic research, education and faculty recruitment. The vision of WASP is excellent research and competence in artificial intelligence, autonomous systems and software for the benefit of Swedish society and industry. This project is a part of WASP and the PhD student will take part in the WASP Graduate School. More info is found here.
Supervision: Jan Kronqvist is proposed to supervise the doctoral student. Decisions are made on admission
To be admitted to postgraduate education (Chapter 7, 39 § Swedish Higher Education Ordinance), the applicant must have basic eligibility in accordance with either of the following:
In addition to the above, there is also a mandatory requirement for English equivalent to English B/6.
In order to succeed as a doctoral student at KTH you need to be goal oriented and persevering in your work. During the selection process, candidates will be assessed upon their ability to:
We seek a highly motivated person with a strong background in applied/computational mathematics, with a degree in mathematics, operations research, or a suitable engineering degree. A successful candidate needs to be interested in problem-solving, developing mathematical methods, and implementing ideas, e.g., in Python.
After the qualification requirements, great emphasis will be placed on personal competency.
Target degree: Doctoral degree
Only those admitted to postgraduate education may be employed as a doctoral student. The total length of employment may not be longer than what corresponds to full-time doctoral education in four years ' time. An employed doctoral student can, to a limited extent (maximum 20%), perform certain tasks within their role, e.g. training and administration. A new position as a doctoral student is for a maximum of one year, and then the employment may be renewed for a maximum of two years at a time. In the case of studies that are to be completed with a licentiate degree, the total period of employment may not be longer than what corresponds to full-time doctoral education for two years.
You will find contact information for union representatives on KTH's website.
You will find contact information for doctoral section on the section's website.
Apply for the position and admission through KTH's recruitment system. It is the applicant’s responsibility to ensure that the application is complete in accordance with the instructions in the advertisement.
Applications must be received at the last closing date at midnight, CET/CEST (Central European Time/Central European Summer Time).
Applications must include the following elements:
Striving towards gender equality, diversity and equal conditions is both a question of quality for KTH and a given part of our values.
For information about processing of personal data in the recruitment process.
The position may include security-sensitive activities. To become authorized, you therefore need to pass a possible security check.
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Disclaimer: In case of discrepancy between the Swedish original and the English translation of the job announcement, the Swedish version takes precedence.
Type of employment | Temporary position |
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Employment expires | 2029-12-31 |
Contract type | Full time |
First day of employment | According to agreement |
Salary | Monthly salary according to KTH's doctoral student salary agreement |
Number of positions | 1 |
Full-time equivalent | 100% |
City | Stockholm |
County | Stockholms län |
Country | Sweden |
Reference number | S-2024-0671 |
Contact |
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Published | 02.May.2024 |
Last application date | 31.May.2024 |