ML Researcher, Representation Learning

Dunia Innovations GmbH

full_time Mathematical Science Occupations
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Location
Berlin, Berlin, Germany
Posted
June 20, 2026

Job Description

Your mission

Invent the representations that make matter legible to machinesย 
Most AI systems succeed because the world they model is forgiving. Materials discovery is not.ย 

At Dunia, we are building AI systems that must reason about molecules, materials, and physical processes across scales, regimes, and sparse data. The limiting factor is not model size. It is representation.ย 

As ML Researcher, Representation Learning, you work on the hardest layer of AI for Materials: deciding what the machine should see. You invent representations that let models generalize, transfer, and reason under uncertainty, and you test those ideas inside real discovery loops that include experiments and simulations.ย 

This role is for someone who wants their representation ideas to matter beyond papers.ย 


Your tasks will include:ย 

Define how matter is encodedย 
  • Design representations for molecul...