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 …

Mechanisms of systems memory consolidation during sleep

JG Klinzing, N Niethard, J Born - Nature neuroscience, 2019 - nature.com
Long-term memory formation is a major function of sleep. Based on evidence from
neurophysiological and behavioral studies mainly in humans and rodents, we consider the …

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] Sleep-like unsupervised replay reduces catastrophic forgetting in artificial neural networks

T Tadros, GP Krishnan, R Ramyaa… - Nature …, 2022 - nature.com
Artificial neural networks are known to suffer from catastrophic forgetting: when learning
multiple tasks sequentially, they perform well on the most recent task at the expense of …

A model of autonomous interactions between hippocampus and neocortex driving sleep-dependent memory consolidation

D Singh, KA Norman… - Proceedings of the …, 2022 - National Acad Sciences
How do we build up our knowledge of the world over time? Many theories of memory
formation and consolidation have posited that the hippocampus stores new information, then …

Oscillatory-Quality of sleep spindles links brain state with sleep regulation and function

C Blanco-Duque, SA Bond, LB Krone, JP Dufour… - Science …, 2024 - science.org
Here, we characterized the dynamics of sleep spindles, focusing on their damping, which we
estimated using a metric called oscillatory-Quality (o-Quality), derived by fitting an …

[HTML][HTML] Sleep spindles track cortical learning patterns for memory consolidation

M Petzka, A Chatburn, I Charest, GM Balanos… - Current Biology, 2022 - cell.com
Memory consolidation—the transformation of labile memory traces into stable long-term
representations—is facilitated by post-learning sleep. Computational and biophysical …

[HTML][HTML] Sex hormones, sleep, and memory: interrelationships across the adult female lifespan

YA Harrington, JM Parisi, D Duan… - Frontiers in Aging …, 2022 - frontiersin.org
As the population of older adults grows, so will the prevalence of aging-related conditions,
including memory impairments and sleep disturbances, both of which are more common …

Shaping memory consolidation via targeted memory reactivation during sleep

N Cellini, A Capuozzo - Annals of the New York Academy of …, 2018 - Wiley Online Library
Recent studies have shown that the reactivation of specific memories during sleep can be
modulated using external stimulation. Specifically, it has been reported that matching a …

A deep learning approach for real-time detection of sleep spindles

PM Kulkarni, Z Xiao, EJ Robinson… - Journal of neural …, 2019 - iopscience.iop.org
Objective. Sleep spindles have been implicated in memory consolidation and synaptic
plasticity during NREM sleep. Detection accuracy and latency in automatic spindle detection …