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== Variance reduction ==
REINFORCE is an '''on-policy''' algorithm, meaning that the trajectories used for the update must be sampled from the current policy <math>\pi_\theta</math>. This can lead to high variance in the updates, as the returns <math>R(\tau)</math> can vary significantly between trajectories. Many variants of REINFORCE
=== REINFORCE with baseline ===
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