Deep Robust Reinforcement Learning and Regularization

Deep Robust Reinforcement Learning and Regularization

Simons Institute via YouTube Direct link

Three Types of Uncertainties

5 of 16

5 of 16

Three Types of Uncertainties

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Classroom Contents

Deep Robust Reinforcement Learning and Regularization

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  1. 1 Intro
  2. 2 Classical Reinforcement Learning
  3. 3 Motivation
  4. 4 Meaning of robustness
  5. 5 Three Types of Uncertainties
  6. 6 Applicability
  7. 7 Introduction - Planning with Parameter Uncertainty
  8. 8 Background: Robust MDPS
  9. 9 Robust Policy Evaluation
  10. 10 Part 2
  11. 11 Action Robustness
  12. 12 Some results
  13. 13 Posterior Uncertainty Sets: Online Construction of Uncertainty Sets
  14. 14 Uncertainty Robust Bellman Equation
  15. 15 Deep Learning Approximation
  16. 16 Conclusion

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