Hippocampal hierarchical networks for space, time, and memory

•The hippocampus represents the local environment as well as experiences embedded in it.•Key hippocampal mechanisms are relational processing, multi-scale representations and remapping.•In combination, these computational mechanisms enable formation of hierarchical networks in memory.•These coding principles are domain general rather than domain specific.