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 …
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 …
hour cycle, and there are strong associations between disrupted circadian rhythms (for …
Replay in deep learning: Current approaches and missing biological elements
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 …
patterns experienced during past waking experiences. Replay was first observed in …
Sleep-like unsupervised replay reduces catastrophic forgetting in artificial neural networks
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 …
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
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 …
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
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 …
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
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 …
and synaptic mechanisms of consolidation during sleep remain poorly understood. In this …
Sleep regulation of the distribution of cortical firing rates
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 …
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
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 …
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 …
is often interpreted as evidence for both sleep's sensitivity to and causal involvement in brain …