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 …

Rhythms of life: circadian disruption and brain disorders across the lifespan

RW Logan, CA McClung - Nature Reviews Neuroscience, 2019 - nature.com
Many processes in the human body—including brain function—are regulated over the 24-
hour cycle, and there are strong associations between disrupted circadian rhythms (for …

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 …

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 …

NREM sleep in the rodent neocortex and hippocampus reflects excitable dynamics

D Levenstein, G Buzsáki, J Rinzel - Nature communications, 2019 - nature.com
During non-rapid eye movement (NREM) sleep, neuronal populations in the mammalian
forebrain alternate between periods of spiking and inactivity. Termed the slow oscillation in …

[HTML][HTML] Spatio-temporal properties of sleep slow waves and implications for development

I Timofeev, SF Schoch, MK LeBourgeois… - Current Opinion in …, 2020 - Elsevier
Objective sleep quality can be measured by electroencephalography (EEG), a non-invasive
technique to quantify electrical activity generated by the brain. With EEG, sleep depth is …

Differential roles of sleep spindles and sleep slow oscillations in memory consolidation

Y Wei, GP Krishnan, M Komarov… - PLoS computational …, 2018 - journals.plos.org
Sleep plays an important role in the consolidation of recent memories. However, the cellular
and synaptic mechanisms of consolidation during sleep remain poorly understood. In this …

Sleep regulation of the distribution of cortical firing rates

D Levenstein, BO Watson, J Rinzel… - Current Opinion in …, 2017 - Elsevier
Highlights•A mechanism for NREM-mediated homeostatic function is proposed.•The
mechanism relies on sequential activity at the DOWN→ UP transition.•Spiking from high-to …

Cellular and neurochemical basis of sleep stages in the thalamocortical network

GP Krishnan, S Chauvette, I Shamie, S Soltani… - Elife, 2016 - elifesciences.org
The link between the combined action of neuromodulators in the brain and global brain
states remains a mystery. In this study, using biophysically realistic models of the …

[HTML][HTML] Disturbances of sleep quality, timing and structure and their relationship with other neuropsychiatric symptoms in Alzheimer's disease and schizophrenia …

R Winsky-Sommerer, P de Oliveira, S Loomis… - Neuroscience & …, 2019 - Elsevier
The high prevalence of sleep disturbance in neurodegenerative and psychiatric conditions
is often interpreted as evidence for both sleep's sensitivity to and causal involvement in brain …