Anterior insula reflects surprise in value-based decision-making and perception by Leyla Loued-Khenissi, Adrien Pfeuffer, Wolfgang Einhäuser, Kerstin Preuschoff

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Risk prediction error signaling: A two-component response? by Marc M. Lauffs, Sophie A. Geoghan, Ophélie Favrod, Michael H. Herzog, Kerstin Preuschoff

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Brain signals of a Surprise-Actor-Critic model: Evidence for multiple learning modules in human decision making by Vasiliki Liakoni, Marco P. Lehmann, Alireza Modirshanechi, Johanni Brea, Antoine Lutti, Wulfram Gerstner, Kerstin Preuschoff

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One-shot learning and behavioral eligibility traces in sequential decision making by Marco P Lehmann, He A Xu, Vasiliki Liakoni, Michael H Herzog, Wulfram Gerstner, Kerstin Preuschoff

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