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Add sample complexity of RL with generative model
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eleurent authored Apr 28, 2020
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### Episodic
* **`UCRL2`** [Near-optimal Regret Bounds for Reinforcement Learning](http://www.jmlr.org/papers/volume11/jaksch10a/jaksch10a.pdf), Jaksch T. (2010).

### Generative Model

#### PAC

* **`QVI`** [On the Sample Complexity of Reinforcement Learning with a Generative Model](https://arxiv.org/abs/1206.6461), Azar M., Munos R., Kappen B. (2012).

### Linear-Quadratic
* **`OFU-LQ`** [Regret Bounds for the Adaptive Control of Linear Quadratic Systems](http://proceedings.mlr.press/v19/abbasi-yadkori11a/abbasi-yadkori11a.pdf), Abbasi-Yadkori Y., Szepesvari C. (2011).
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