Biological underpinnings for lifelong learning machines

D Kudithipudi, M Aguilar-Simon, J Babb… - Nature Machine …, 2022 - nature.com
Biological organisms learn from interactions with their environment throughout their lifetime.
For artificial systems to successfully act and adapt in the real world, it is desirable to similarly …

Sleep—A brain-state serving systems memory consolidation

S Brodt, M Inostroza, N Niethard, J Born - Neuron, 2023 - cell.com
Although long-term memory consolidation is supported by sleep, it is unclear how it differs
from that during wakefulness. Our review, focusing on recent advances in the field, identifies …

The Tolman-Eichenbaum machine: unifying space and relational memory through generalization in the hippocampal formation

JCR Whittington, TH Muller, S Mark, G Chen, C Barry… - Cell, 2020 - cell.com
The hippocampal-entorhinal system is important for spatial and relational memory tasks. We
formally link these domains, provide a mechanistic understanding of the hippocampal role in …

Probabilistic neural computing with stochastic devices

S Misra, LC Bland, SG Cardwell… - Advanced …, 2023 - Wiley Online Library
The brain has effectively proven a powerful inspiration for the development of computing
architectures in which processing is tightly integrated with memory, communication is event …

Replay in deep learning: Current approaches and missing biological elements

TL Hayes, GP Krishnan, M Bazhenov… - Neural …, 2021 - ieeexplore.ieee.org
Replay is the reactivation of one or more neural patterns that are similar to the activation
patterns experienced during past waking experiences. Replay was first observed in …

[HTML][HTML] Replay and compositional computation

Z Kurth-Nelson, T Behrens, G Wayne, K Miller… - Neuron, 2023 - cell.com
Replay in the brain has been viewed as rehearsal or, more recently, as sampling from a
transition model. Here, we propose a new hypothesis: that replay is able to implement a form …

Reactivation predicts the consolidation of unbiased long-term cognitive maps

AD Grosmark, FT Sparks, MJ Davis, A Losonczy - Nature Neuroscience, 2021 - nature.com
Spatial memories that can last a lifetime are thought to be encoded during 'online'periods of
exploration and subsequently consolidated into stable cognitive maps through their …

Spatial goal coding in the hippocampal formation

N Nyberg, É Duvelle, C Barry, HJ Spiers - Neuron, 2022 - cell.com
The mammalian hippocampal formation contains several distinct populations of neurons
involved in representing self-position and orientation. These neurons, which include place …

Formalizing planning and information search in naturalistic decision-making

LT Hunt, ND Daw, P Kaanders, MA MacIver… - Nature …, 2021 - nature.com
Decisions made by mammals and birds are often temporally extended. They require
planning and sampling of decision-relevant information. Our understanding of such decision …

Dynamics of awake hippocampal-prefrontal replay for spatial learning and memory-guided decision making

JD Shin, W Tang, SP Jadhav - Neuron, 2019 - cell.com
Spatial learning requires remembering and choosing paths to goals. Hippocampal place
cells replay spatial paths during immobility in reverse and forward order, offering a potential …