Senior ML Scientist: Generative Planning for Autonomy

Nuro

Mountain View (CA)

On-site

USD 194,000 - 352,000

Full time

3 days ago
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Job summary

Nuro is seeking a Senior/Staff Machine Learning Research Scientist to advance generative modeling for autonomous driving planning. You will collaborate with researchers and engineers to develop diffusion, flow matching, and energy-based models, and productize them for robust deployments on a global scale.

The role emphasizes end-to-end model ownership, strong publication background, and cross-team collaboration to address topology planning challenges using foundation models and reinforcement

Qualifications

  • Ph.D. (preferable) or MSc with 3+ years of experience with generative models in the lab or industry.
  • Research experiences in generative models, particularly diffusion models, flow matching and energy-based models, for robotics including manipulation, path planning, and autonomous driving.
  • Strong problem solving and programming skills in Python and/or C++.
  • Strong culture fit and good team player.
  • Demonstrated research publications in top conferences (NeurIPS, ICLR, ICML, CVPR, RSS, CoRL, etc.).

Responsibilities

  • Develop and scale state-of-the-art generative models—especially diffusion architectures, flow-matching techniques, and energy-based models—for autonomous plan generation.
  • Build generative models with foundation models and leverage LLMs and world foundation models for reasoning, decision making and multi-modality generation.
  • Optimize generative models using reinforcement learning to improve interactive reasoning and explore reward modeling/learned verifier.
  • Develop controllable generative models to guide the generation process towards desired goals and rewards.
  • Collaborate across autonomy teams to develop holistic solutions and deploy models on the NuroDriver.

Skills

Python
C++
Generative models
Diffusion models
Reinforcement learning

Education

Ph.D. or MSc with 3+ years experience

Job description

Nuro is seeking a Senior/Staff Machine Learning Research Scientist to advance generative modeling for autonomous driving planning. You will collaborate with researchers and engineers to develop diffusion, flow matching, and energy-based models, and productize them for robust deployments on a global scale.

The role emphasizes end-to-end model ownership, strong publication background, and cross-team collaboration to address topology planning challenges using foundation models and reinforcement

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