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metadata
license: apache-2.0
task_categories:
  - robotics
language:
  - en
tags:
  - Autonomous-Driving
  - Simulation

Learning to Drive via Real-World Simulation at Scale

Paper Home GitHub Hugging Face ModelScope License

Haochen Tian, Tianyu Li, Haochen Liu, Jiazhi Yang, Yihang Qiu, Guang Li, Junli Wang, Yinfeng Gao, Zhang Zhang, Liang Wang, Hangjun Ye, Tieniu Tan, Long Chen, Hongyang Li


πŸ”₯ Highlights

  • πŸ—οΈ A scalable simulation pipepline that synthesizes diverse and high-fidelity reactive driving scenarios with pseudo-expert demonstrations.
  • πŸš€ An effective sim-real co-training strategy that improves robustness and generalization synergistically across various end-to-end planners.
  • πŸ”¬ A comprehensive recipe that reveals crucial insights into the underlying scaling properties of sim-real learning systems for end-to-end autonomy.