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Intuition behind why Posterior Sampling Lemma holds?
Posterior Sampling Lemma was introduced in the (More) Efficient RL via Posterior Sampling and looks like this.
$M^*$ here is the true MDP while $M_k$ is the MDP sampled from the posterior in episode $...
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