Novelty is not surprise: Human exploratory and adaptive behavior in sequential decision-making. - He A. Xu; Alireza Modirshanechi; Marco P. Lehmann; Wulfram Gerstner; Michael H. Herzog (PLoS Comput. Biol., 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)

Securing Rag: A Risk Assessment and Mitigation Framework. - Lukas Ammann; Sara Ott; Christoph R. Landolt; Marco P. Lehmann (SDS, 2025)