Dopamine neurons signal reward prediction errors, driving reinforcement learning. In ambiguous settings, dopamine signals incorporate hidden state inference. We demonstrate that the medial prefrontal cortex is required for hidden state inference to influence dopamine signals, illuminating the neural circuit governing reinforcement learning under state uncertainty.

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