The hippocampus, spatial planning, generative models and memory consolidation
Much is known about the neural representations of current environmental location and direction within the hippocampal formation, but use of such a “cognitive map” requires the online representation of desired locations and how to get there, and the neural basis for this function has been more elusive. I will discuss how “theta sweeps” of place and grid cell firing encode the current location (at early phases of each theta cycle) while, at later phases, sampling around the forward direction during exploration and indicating the direction to desired locations during goal-directed navigation. I will show how a relatively simple attractor model captures these results, but requires inputs signalling movement-direction and goal-direction.I will discuss why it is useful to consider the hippocampus as a generative model (in which head-direction, rather than movement-direction, is required, to translate egocentric sensory inputs to allocentric latent representations and back again) in explaining its roles in both spatial cognition and memory consolidation. “Replay sequences” are thought to support offline consolidation, and likely resemble theta sweeps more than behavioural experience. I will finish (given time) by considering how human memory consolidation can be seen as extraction of latent variables from replay via self-supervised learning, and how this perspective explains aspects of human memory such as gist-based distortions, imagination and planning. Presented in the van Vreeswijk Theoretical Neuroscience Seminar series (formerly WWTNS) on 2026-02-25. Recording duration: 00:46:52.
Hippocampal replays appear after a single experience and slow down with subsequent experience as greater detail is incorporated
The hippocampus is implicated in memory formation, and neurons in the hippocampus take part in replay sequences, time-compressed reactivations of trajectories through space the animal has previously explored. These replay sequences have been proposed to be a form of memory for previously experienced places. I will present work exploring how these replays appear and change with experience. By recording from large ensembles of hippocampal neurons as rats explored novel and familiar linear tracks in various experiments, we found that hippocampal replays appear after a single experience and slow down with subsequent experience as greater detail is incorporated. We also investigated hover-and-jump dynamics within replays that are associated with the slow gamma (25-50Hz) oscillation in the LFP and found that replays slow down by adding more hover locations, corresponding to depiction of the behavioral trajectory with increased resolution. Thus, replays can reflect single experiences, and be rapidly modified by subsequent experience to incorporate more detail, consistent with their proposed role as a basic mechanism of hippocampally dependent memory.