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[HTML][HTML] Continual lifelong learning with neural networks: A review
Humans and animals have the ability to continually acquire, fine-tune, and transfer
knowledge and skills throughout their lifespan. This ability, referred to as lifelong learning, is …
knowledge and skills throughout their lifespan. This ability, referred to as lifelong learning, is …
[HTML][HTML] Neuroscience-inspired artificial intelligence
The fields of neuroscience and artificial intelligence (AI) have a long and intertwined history.
In more recent times, however, communication and collaboration between the two fields has …
In more recent times, however, communication and collaboration between the two fields has …
Orthogonal gradient descent for continual learning
Neural networks are achieving state of the art and sometimes super-human performance on
learning tasks across a variety of domains. Whenever these problems require learning in a …
learning tasks across a variety of domains. Whenever these problems require learning in a …
Flexible reuse of cortico-hippocampal representations during encoding and recall of naturalistic events
Although every life event is unique, there are considerable commonalities across events.
However, little is known about whether or how the brain flexibly represents information about …
However, little is known about whether or how the brain flexibly represents information about …
Human replay spontaneously reorganizes experience
Knowledge abstracted from previous experiences can be transferred to aid new learning.
Here, we asked whether such abstract knowledge immediately guides the replay of new …
Here, we asked whether such abstract knowledge immediately guides the replay of new …
What learning systems do intelligent agents need? Complementary learning systems theory updated
We update complementary learning systems (CLS) theory, which holds that intelligent
agents must possess two learning systems, instantiated in mammalians in neocortex and …
agents must possess two learning systems, instantiated in mammalians in neocortex and …
Complementary learning systems within the hippocampus: a neural network modelling approach to reconciling episodic memory with statistical learning
A growing literature suggests that the hippocampus is critical for the rapid extraction of
regularities from the environment. Although this fits with the known role of the hippocampus …
regularities from the environment. Although this fits with the known role of the hippocampus …
Memory, navigation and theta rhythm in the hippocampal-entorhinal system
G Buzsáki, EI Moser - Nature neuroscience, 2013 - nature.com
Theories on the functions of the hippocampal system are based largely on two fundamental
discoveries: the amnestic consequences of removing the hippocampus and associated …
discoveries: the amnestic consequences of removing the hippocampus and associated …
Map making: constructing, combining, and inferring on abstract cognitive maps
Cognitive maps enable efficient inferences from limited experience that can guide novel
decisions. We tested whether the hippocampus (HC), entorhinal cortex (EC), and …
decisions. We tested whether the hippocampus (HC), entorhinal cortex (EC), and …
Can physical exercise in old age improve memory and hippocampal function?
Physical exercise can convey a protective effect against cognitive decline in ageing and
Alzheimer's disease. While the long-term health-promoting and protective effects of exercise …
Alzheimer's disease. While the long-term health-promoting and protective effects of exercise …