Reinforcement Learning And World Model For Autonomous Driving Intern - 2026

Invidia

Multiple Locations
Hybrid
Model-centric reinforcement learning
Multi-modal world simulation models
Self-supervised latent dynamics training
This internship offers a rare opportunity to shape the next frontier of intelligent driving by building state-of-the-art simulation technologies that learn, adapt, and think

Job Summary

  • This internship offers a rare opportunity to shape the next frontier of intelligent driving by building state-of-the-art simulation technologies that learn, adapt, and think.
  • You will collaborate with End-to-End Driving Model teams to deploy world-model-based policies to simulated reinforcement learning environments and accelerate autonomous driving system training.
  • The role focuses on translating state-of-the-art algorithms into real-world applications to enable vehicles to interpret, anticipate, and respond astutely in challenging dynamic contexts.

Matching Summary

This internship offers a rare opportunity to shape the next frontier of intelligent driving by building state-of-the-art simulation technologies that learn, adapt, and think.

Skills & Requirements

Must-have

  • Model-centric reinforcement learning
  • Multi-modal world simulation models
  • Self-supervised latent dynamics training
  • Trajectory prediction and ego control
  • Simulation adaptation and Sim2Real transfer
  • Policy gradient methods
  • Large-scale training pipelines

Nice-to-have

  • Neural rendering and robotics background
  • Generative models like diffusion and flow matching
  • Visual representation learning
  • 4D scene representation techniques
  • Open-source contributions
  • Collaborative team environment

Key Requirements

  • Pursuing PhD in Computer Science or related field
  • Strong understanding of reinforcement learning algorithms
  • Experience with neural rendering or robotics
  • Publications or open-source contributions in RL or autonomous systems

Work Rights

Not specified

Tailored Resume

Cover Letter