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Classroom Contents
What Are the Statistical Limits of Offline Reinforcement Learning With Function Approximation?
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- 1 Intro
- 2 What is offline reinforcement learning
- 3 Intuition
- 4 Realizability
- 5 Sequential Decision Making
- 6 Standard Approach
- 7 Coverage
- 8 Limits
- 9 Policy Evaluation
- 10 Setting
- 11 Feature Mapping
- 12 Upper Limits
- 13 Lower Limits
- 14 Observations
- 15 Upper Bounds
- 16 Inequality
- 17 Simulation
- 18 Summary
- 19 Sufficient Conditions
- 20 Possible Results
- 21 Intuition and Construction
- 22 Practical Considerations
- 23 Follow Up
- 24 Experiments
- 25 Other Experiments
- 26 Model vs Feature
