Master Thesis Student (mfd) Physical AI with Vision Language Action (VLA) Models in Robotics
Job Summary
Modern Vision Language Action (VLA) models perform well on shorthorizon robotic tasks but often struggle with longterm planning and multistep control. A promising direction is to enhance VLA architectures by integrating them with Physical AI models capable of understanding physical effects e.g. for challenging unstructured environments.
For such VLA-based physical AI systems the project aims to evaluate and quantify a robots actiongeneration capability of a physical AI VLA model for more challenging unstructured environments and to develop a clearer understanding how these contribute to more stable and capable longhorizon action generation.
Research Areas
- Survey state-of-the-art VLA models and world-model approaches;
- Implement and benchmark physical variants using a VLA framework;
- Develop simulation-based setups for model evaluation in challenging scenarios;
- Explore and validate improved integration strategies based on the findings (if feasible);
- Identify and design task-specific fine-tuning strategies to improve model performance (if feasible).
Qualifications :
- Currently enrolled in a Computer Science / Engineering Master studies with a focus on data analysis automotive engineering or similar
- Basic understanding of and strong interest in robotics
- Basic understanding of computer vision
- Ability to understand and run modern deep-learning and robotics codebases
- Proficiency in Python or C/C
- Experience with physical AI world models and simulation is a plus
Additional Information :
- Home office: Possibility to work from home
- Health: Yearly health & wellbeing days Urban Sports Club membership
- Attractive working environment: Modern offices canteen onsite and free parking
- Open company culture: Diverse multicultural team
- Events: Regular company & team events
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Employment Type :
Full-time
About Company
DENSO is a global automotive supplier of advanced automotive technology, systems and components, heading towards a future where mobility puts less drag on the environment and people can move with peace of mind. Our products and systems are an important part of nearly every vehicle ma ... View more