PhD position on analysis of geometric machine learning methods

We are looking for a motivated, theory-oriented PhD candidate to work on the project "A continuum view on geometric deep learning".

In this project we aim to understand the transferability, mesh-independence and effect of symmetries on geometric learning approaches, in general and when applied to scenarios governed by (partial) differential equations on objects with geometric invariances. A precise understanding of these aspects will be linked to their impact on stability and the understanding of spectral biases in graph neural networks.

The approach envisioned is based on discrete-to-continuum limits of models on densely sampled geometric graphs, combining approximation-theoretical, spectral and variational points of view.

The PhD candidate will work under the supervision of Dr. rer. nat. José A. Iglesias Martínez and prof. dr. Christoph Brune, as part of the group “Mathematics of Imaging and Artificial Intelligence” (MIA) at the Department of Applied Mathematics.

Your profile

You have, or will shortly acquire, an MSc degree in Mathematics.

You are a highly motivated researcher, motivated to keep asking and answering mathematical questions.

You have a solid background in one or more of the following: functional analysis, numerical analysis, differential geometry, theoretical machine learning.

You are motivated to sustain a theoretical focus while working in an application-driven area.

You are proficient in English.

Our offer

As a PhD candidate at UT, you will be appointed to a full-time position for four years, with a qualifier in the first year, within a very stimulating and exciting scientific environment;

The University offers a dynamic ecosystem with enthusiastic colleagues;

Your salary and associated conditions are in accordance with the collective labour agreement for Dutch universities (CAO-NU);

You will receive a gross monthly salary ranging from € 2.770,- (first year) to € 3.539,- (fourth year);

There are excellent benefits including a holiday allowance of 8% of the gross annual salary, an end-of-year bonus of 8.3%, and a solid pension scheme;

The flexibility to work (partially) from home;

A minimum of 232 leave hours in case of full-time employment based on a formal workweek of 38 hours. A full-time employment in practice means 40 hours a week, therefore resulting in 96 extra leave hours on an annual basis.

Free access to sports facilities on campus

A family-friendly institution that offers parental leave (both paid and unpaid);

You will have a training programme as part of the Twente Graduate School where you and your supervisors will determine a plan for a suitable education and supervision;

We encourage a high degree of responsibility and independence, while collaborating with close colleagues, researchers and other staff.

Information and application

Are you interested in this position? Please send your application via the 'Apply now' button below before April 16th 2024 , and include:

A motivation letter, emphasizing your specific interest and motivation to apply for a PhD position in this research area.

A detailed Curriculum Vitae.

An academic transcript of BSc and MSc education, including grades.

A summary of your MSc thesis/final project.

References (contact information) of two scientific staff members (preferably including the supervisor of your MSc thesis/final project) who are willing to provide a recommendation letter at our request.

For more information regarding this position, you are welcome to contact Dr. rer. nat. José A. Iglesias Martínez ([email protected])

About the organisation

The faculty of Electrical Engineering, Mathematics and Computer Science (EEMCS) uses mathematics, electronics and computer technology to contribute to the development of Information and Communication Technology (ICT). With ICT present in almost every device and product we use nowadays, we embrace our role as contributors to a broad range of societal activities and as pioneers of tomorrow's digital society. As part of a people-first tech university that aims to shape society, individuals and connections, our faculty works together intensively with industrial partners and researchers in the Netherlands and abroad, and conducts extensive research for external commissioning parties and funders. Our research has a high profile both in the Netherlands and internationally. It has been accommodated in three multidisciplinary UT research institutes: Mesa+ Institute, TechMed Centre and Digital Society Institute.

Want to know more? Iglesias Martínez, J. A. (José)

Assistant Professor

Iglesias Martínez, J. A. (José)

Assistant Professor

Do you have questions about this vacancy? Then you can contact José for all substantive questions about this position and the application procedure. For general questions about working for the UT, please refer to the chatbot.

Contact

Phone:+31534899773

Email:[email protected]

How to apply Step 1

Apply. When you see a vacancy that appeals to you, you can apply online. We ask you to upload a CV and motivation letter and/or list of publications. You will receive a confirmation of receipt by e-mail.

Step 2

Selection. The selection committee will review your application and you will receive a response within 2 weeks after the vacancy has been closed.

Step 3

1st interview. The 1st (online or in person) meeting serves as an introduction where we introduce ourselves to you and you to us. You may be asked to give a short presentation. This will be further explained in the invitation.

Step 4

2nd interview. In the second interview, we will further discuss the job content, your skills and your talents.

Step 5

The offer. If the conversations are positive, you will be made a suitable offer.

Your Colleagues

Cristinelli, G. (Giacomo)

Personal page

Carioni, M. (Marcello)

Personal page

Dummer, S.C. (Sven)

Personal page

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