An Approximate Bayesian Approach to Surprise-Based Learning. - Vasiliki Liakoni; Alireza Modirshanechi; Wulfram Gerstner; Johanni Brea (CoRR, 2019)

Learning in Volatile Environments With the Bayes Factor Surprise. - Vasiliki Liakoni; Alireza Modirshanechi; Wulfram Gerstner; Johanni Brea (Neural Comput., 2021)

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)