Model-Based Reinforcement Learning with Value-Targeted Regression

Model-Based Reinforcement Learning with Value-Targeted Regression

Simons Institute via YouTube Direct link

From Feature to Kernel Embedding of Transition Model

10 of 16

10 of 16

From Feature to Kernel Embedding of Transition Model

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Model-Based Reinforcement Learning with Value-Targeted Regression

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  1. 1 Intro
  2. 2 Model-Based Reinforcement Learning
  3. 3 Episodic Reinforcement Learning
  4. 4 Upper Confidence Model-Based RL (UCRL)
  5. 5 The class of deterministic continuous systems . Consider a deterministic system
  6. 6 A Simple Metric-Based RL Algorithm
  7. 7 Doubling Dimension d
  8. 8 Feature space embedding of transition model
  9. 9 The MatrixRL Algorithm
  10. 10 From Feature to Kernel Embedding of Transition Model
  11. 11 A motivating example: MuZero
  12. 12 Assumption of Value-Targeted Regression
  13. 13 Value-Targeted Regression (VTR) for Confidence Set Construction
  14. 14 Full Algorithm of UCRL-VTR
  15. 15 Regret analysis of UCRL-VTR
  16. 16 A Special Case

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