“…Existing computational frameworks (Stachenfeld et al, 2017; Whittington et al, 2020; McNamee et al, 2021; George et al, 2021) have successfully modeled cognitive functions of the hippocampus and reproduced the statistics of place cell under various task conditions. However, these models do not provide an implementation of these cognitive functions based on neural mechanisms or account for the distinct encoding and firing properties of neurons in CA3, CA1, and the dentate gyrus (DG) (Dong et al, 2021; Shin et al, 2022; Lee et al, 2004b,a). For example, CA1 neurons are more responsive to unexpected signals than neurons in other hippocampal areas (Kumaran & Maguire, 2006; Knight, 1996; Duncan et al, 2012) and their activity decays over a time scale of weeks in familiar environments, faster than neuron in other subregions (Fig.S1).…”