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Yu and Dayan interpret experiments showing that the level of acetylcholine (ACh) increases with learned stochasticity of cues as supporting their theory that ACh signals expected uncertainty.

Yu and Dayan propose a model of inference and learning in which expected uncertainty is encoded by high acetylcholine (ACh) levels and unexpected uncertainty is encoded by norapinephrine (NE).