Disk-Drive-Like Operations in the Hippocampus
Abstract
The rapid computation of re-playable memories within the hippocampus in the form of spike sequences is a near computer-like operation. Information can be encoded once during the initial experience, and replayed numerous times after in a compressed-time representation [1-8]. Theta oscillations, sharp-wave ripples, and attractor dynamics have been posited to collectively play a role in the formation and replay of memories. However, the precise interplay between these dynamical states remains elusive. Here, we show that the memory formation dynamics and operations of the hippocampus are not just computer-like, but map directly onto the dynamics and operations of a disk-drive. We constructed a tripartite spiking neural network model where the hippocampus is explicitly described as a disk drive with a rotating disk, an actuator arm, and a read/write head. In this Neural Disk Drive (NDD) model, hippocampal oscillations map to disk rotations in the rotating disk network while attractor dynamics in the actuator arm network point to "tracks" (spike assemblies) on the disk. The read/write head then writes information onto these tracks, which have temporally-structured spikes. Tracks can be replayed during hippocampal ripples for consolidation. We confirmed the existence of interneuron-ring-sequences, predicted by the rotating disk network, in experimental data. Our results establish the hippocampus as a brain region displaying explicit, computer-like operations. Based on the known interactions between the hippocampus and other brain areas, we anticipate that our results may lead to additional models that revisit the hypothesis that the brain performs explicit, computer-like operations.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- A Computational Model of Hippocampus: A Unified Theory About Engram and Sharp-Ware Ripples
ZHENG Zishuo·bioRxiv·Aug 16, 2023
- Self-generated brain-wide spiking cascades govern replay dynamics in the hippocampus
Yifan Yang, David A. Leopold, … Xiao Liu·bioRxiv·Sep 5, 2022
- Offline memory replay in recurrent neuronal networks emerges from constraints on online dynamics
Aaron D. Milstein, Sarah Tran, … Iván Soltész·The Journal of PhysiologyPeer-reviewed·Jul 30, 2022
- A biophysical computational model for memory trace transfer from hippocampus to neocortex
Xin Liu, Duygu Kuzum·bioRxiv·Dec 21, 2018
- Constructing future behaviour in the hippocampal formation through composition and replay
Jacob J. W. Bakermans, Joseph Warren, … Timothy E.J. Behrens·bioRxiv·Apr 7, 2023
- Single-neuron spiking variability in hippocampus dynamically tracks sensory content during memory formation in humans
Leonhard Waschke, Fabian Kamp, … Douglas D. Garrett·Nature CommunicationsPeer-reviewed·Jan 2, 2025