PhD position (m/f/x) in Geometric Deep Learning

klaus-tschira-stiftung; Heidelberg; Vor Ort; EUR 55.000 - 60.000; Vollzeit

Benefits dieser Stelle

30 days of vacation

Flexible working hours

Company pension plan

Fitness subsidies

Childcare subsidies

Free meals and drinks

Zusammenfassung

The Klaus Tschira Stiftung in Heidelberg is seeking a PhD candidate to join their Machine Learning and Artificial Intelligence group. This role focuses on research in geometric deep learning applicable to materials science, seeking innovative models for crystalline materials. Applicants should have a master’s in a relevant field with a strong foundation in machine learning and programming. The position offers a competitive salary, flexible hours, and numerous benefits including vacation time and work-life integration.

Qualifikationen

• Master's degree in a related discipline required.
• Strong theoretical background in machine learning preferred.
• Excellent programming skills necessary.

Aufgaben

• Conduct cutting-edge research on generative models for materials science.
• Publish findings at major machine learning conferences.
• Supervise research interns and students.

Kenntnisse

Machine learning

Linear algebra

Programming skills

Differential geometry

Representation theory

Mathematical optimization

Ausbildung

Master’s degree in computer science, mathematics, theoretical physics or related discipline

Jobbeschreibung

The Heidelberg Institute for Theoretical Studies (HITS) was established in 2010 by the physicist and SAP co-founder Klaus Tschira (1940-2015) and the Klaus Tschira Foundation as a private, non-profit research institute. HITS conducts basic research in the natural sciences, mathematics and computer science with a focus on the processing, structuring, and analyzing of large amounts of complex data and the development of computational methods and software. The research fields range from molecular biology to astrophysics.

An essential characteristic of the Institute is interdisciplinarity, implemented in numerous cross-group and cross-disciplinary projects. The base funding of HITS is provided by the Klaus Tschira Foundation.

PhD position (m/f/x) in Geometric Deep Learning

to join the Machine Learning and Artificial Intelligence (MLI) group to perform research in geometric deep learning for materials science. This research is part of the SIMPLAIX consortium between the University of Heidelberg, Karlsruhe Institute of Technology, and the Heidelberg Institute for Theoretical Studies. The research will focus on generative models for crystalline materials, such as diffusion models and flow matching. Future applications of this technology include the design of novel materials for batteries and catalysts for direct carbon air capture.

Your role

• Conduct cutting-edge research on generative models for materials science.
• Combine concepts of differential geometry and group theory for improved generative models that utilize the symmetry group of the material’s crystal grid.
• Publish your research findings at major machine learning conferences such as Neurips, ICML, ICLR, and in high impact journals.
• Collaborate with other members of the research group and the SIMPLAIX consortium.
• Supervision of research interns, bachelor- and master-students.

What qualifies you for this job

Applicants should possess a master’s degree in computer science, mathematics, theoretical physics, or a related discipline. Candidates should preferably have a strong theoretical background in machine learning, a solid foundation in linear algebra, and excellent programming skills. Knowledge in differential geometry, representation theory, and mathematical optimization is a plus but not required. High motivation, enthusiasm to work within an international team as well as strong interpersonal and communication skills are required.

We offer

You will be based at the Heidelberg Institute for Theoretical Studies, where you will find:

• A first-class research environment and outstanding computing infrastructure.
• An English-speaking, international and thriving work environment.
• Strong international connections to academic and industrial research labs.

As an organisation affiliated with the Klaus Tschira Foundation (KTS), we offer a wide range of benefits:

• A competitive salary based on qualifications and professional experience. The salary range is between 55 000 and 60 000 EUR p.a. for a full-time post.
• Work-life integration: Flexible working hours, 30 days of vacation, additional company holidays, and the option to work remotely on a pro-rata basis.
• Job ticket, fitness and childcare subsidies, capital-forming benefits, company pension plan, health screen vouchers, and other attractive benefits.
• Free car park and bicycle parking spaces with charging facilities.
• Varied and subsidised meals in our in-house restaurant with free drinks and a coffee and tea bar.

HITS gGmbH stands for equal opportunities and we strongly believe that our research benefits from inclusive and diverse teams.