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Toyota Research Institute

Robot type
Robot AI and Software
Location
Los AltosCaliforniaUSA
Job type
Business Operations
Posted
Nov 14, 2025
Internship

Human Interactive Driving Intern – World Models

Job description

At Toyota Research Institute (TRI), we’re on a mission to improve the quality of human life. We’re developing new tools and capabilities to amplify the human experience. To lead this transformative shift in mobility, we’ve built a world-class team advancing the state of the art in AI, robotics, driving, and material sciences.

This is a paid 12-week internship opportunity and is a hybrid, in-office role.

Here’s a glimpse into the Internship experience from some of our TRI interns!

Job responsibilities

  • Conduct original research in one or more areas: world modeling, multi-agent interaction, reinforcement learning, perception, or simulation-to-reality transfer.
  • Collaborate closely with full-time researchers on the design, training, and evaluation of learning-based driving systems.
  • Contribute to building and experimenting with task-aware, multi-modal, and uncertainty-aware models.
  • Develop and evaluate prototypes in closed-loop simulation environments and, time permitting, on high-performance autonomous driving hardware.
  • Present research findings through internal talks and work towards a top-tier academic publication.
  • Integrate and work with large-scale datasets (open-source and internal).

Job requirements

  • Currently enrolled in a Ph.D. program in Computer Science, Robotics, Machine Learning, or a related field.
  • Strong background in machine learning, particularly in areas such as deep learning, generative models, reinforcement learning, or probabilistic modeling.
  • Demonstrated experience with one or more of the following: World models (e.g., latent dynamics, diffusion-based models), Model-based RL or decision-making, 3D perception or sensor fusion, and Large-scale simulation for…
  • Prior publication(s) in top-tier conferences (NeurIPS, ICLR, ICML, CVPR, ICRA, CoRL, etc.)
  • Proficiency with Python and PyTorch.
  • Familiarity with AWS services (S3, EC2, and SageMaker) and open-source driving datasets (nuScenes, Waymo, Argoverse, etc.) is a plus.

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