Interactive Imitation Learning: Planning Alongside Humans

Interactive Imitation Learning: Planning Alongside Humans

Stanford Online via YouTube Direct link

Intro

1 of 28

1 of 28

Intro

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Interactive Imitation Learning: Planning Alongside Humans

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  1. 1 Intro
  2. 2 Welcome
  3. 3 The Question
  4. 4 Two Fundamental Challenges
  5. 5 Aurora Driver
  6. 6 Programming Rules
  7. 7 Markov Decision Process
  8. 8 Challenges
  9. 9 Feedback Drives Covariate Shift
  10. 10 How common is this problem
  11. 11 Feedback driving covariate shift
  12. 12 Benchmarks
  13. 13 Infinite Data Limit
  14. 14 Hard Setting
  15. 15 Dagger
  16. 16 Interactive Expert
  17. 17 Expert Intervention Learning
  18. 18 Quantitative Plots
  19. 19 NonRealizable Expert
  20. 20 Simulation
  21. 21 Question Querying
  22. 22 Driving Simulators
  23. 23 Open Questions
  24. 24 Example
  25. 25 Grammar Modes
  26. 26 Merging Scenario
  27. 27 Transformer Net
  28. 28 Conclusion

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