Investigating signal integration with canonical correlation analysis of fMRI brain activation data. - Antoine Bruguier; Kerstin Preuschoff; Steven Quartz; Peter Bossaerts (NeuroImage, 2008)

Optimizing Experimental Design for Comparing Models of Brain Function. - Jean Daunizeau; Kerstin Preuschoff; Karl J. Friston; Klaas E. Stephan (PLoS Comput. Biol., 2011)

Balancing New Against Old Information: The Role of Surprise. - Mohammad Javad Faraji; Kerstin Preuschoff; Wulfram Gerstner (CoRR, 2016)

Balancing New against Old Information: The Role of Puzzlement Surprise in Learning. - Mohammad Javad Faraji; Kerstin Preuschoff; Wulfram Gerstner (Neural Comput., 2018)

Information Theoretic Characterization of Uncertainty Distinguishes Surprise From Accuracy Signals in the Brain. - Leyla Loued-Khenissi; Kerstin Preuschoff (Frontiers Artif. Intell., 2020)

Risk prediction error signaling: A two-component response? - Marc M. Lauffs; Sophie A. Geoghan; Ophélie Favrod; Michael H. Herzog; Kerstin Preuschoff (NeuroImage, 2020)

Anterior insula reflects surprise in value-based decision-making and perception. - Leyla Loued-Khenissi; Adrien Pfeuffer; Wolfgang Einhäuser; Kerstin Preuschoff (NeuroImage, 2020)

Brain signals of a Surprise-Actor-Critic model: Evidence for multiple learning modules in human decision making. - Vasiliki Liakoni; Marco P. Lehmann; Alireza Modirshanechi; Johanni Brea; Antoine Lutti; Wulfram Gerstner; Kerstin Preuschoff (NeuroImage, 2022)