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Linear Function Approximation
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Provably Efficient Reinforcement Learning with Linear Function Approximation - Chi Jin
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- 1 Intro
- 2 Sequential Decision Making
- 3 Reinforcement Learning
- 4 Sample Efficiency
- 5 Value-based Algorithms
- 6 Exploration
- 7 Multi-armed Bandits
- 8 Upper Confidence Bound (UCB)
- 9 Q-learning with UCB
- 10 Beyond Tabular Setting
- 11 Linear Function Approximation
- 12 A Natural Algorithm
- 13 Linear MDP
- 14 Related Work
