A comprehensive survey of continual learning: theory, method and application
To cope with real-world dynamics, an intelligent system needs to incrementally acquire,
update, accumulate, and exploit knowledge throughout its lifetime. This ability, known as …
update, accumulate, and exploit knowledge throughout its lifetime. This ability, known as …
Sleep—A brain-state serving systems memory consolidation
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 …
from that during wakefulness. Our review, focusing on recent advances in the field, identifies …
Brain-inspired replay for continual learning with artificial neural networks
Artificial neural networks suffer from catastrophic forgetting. Unlike humans, when these
networks are trained on something new, they rapidly forget what was learned before. In the …
networks are trained on something new, they rapidly forget what was learned before. In the …
Memory engrams: Recalling the past and imagining the future
BACKGROUND The idea that memory is stored as enduring changes in the brain dates
back at least to the time of Plato and Aristotle (circa 350 BCE), but its scientific articulation …
back at least to the time of Plato and Aristotle (circa 350 BCE), but its scientific articulation …
Breathing coordinates cortico-hippocampal dynamics in mice during offline states
Network dynamics have been proposed as a mechanistic substrate for the information
transfer across cortical and hippocampal circuits. However, little is known about the …
transfer across cortical and hippocampal circuits. However, little is known about the …
Replay, the default mode network and the cascaded memory systems model
The spontaneous replay of patterns of activity related to past experiences and memories is a
striking feature of brain activity, as is the coherent activation of sets of brain areas …
striking feature of brain activity, as is the coherent activation of sets of brain areas …
Engram neurons: Encoding, consolidation, retrieval, and forgetting of memory
Tremendous strides have been made in our understanding of the neurobiological substrates
of memory–the so-called memory “engram”. Here, we integrate recent progress in the …
of memory–the so-called memory “engram”. Here, we integrate recent progress in the …
PLD3 affects axonal spheroids and network defects in Alzheimer's disease
The precise mechanisms that lead to cognitive decline in Alzheimer's disease are unknown.
Here we identify amyloid-plaque-associated axonal spheroids as prominent contributors to …
Here we identify amyloid-plaque-associated axonal spheroids as prominent contributors to …
Disruption of oligodendrogenesis impairs memory consolidation in adult mice
The generation of myelin-forming oligodendrocytes persists throughout life and is regulated
by neural activity. Here we tested whether experience-driven changes in …
by neural activity. Here we tested whether experience-driven changes in …
If deep learning is the answer, what is the question?
Neuroscience research is undergoing a minor revolution. Recent advances in machine
learning and artificial intelligence research have opened up new ways of thinking about …
learning and artificial intelligence research have opened up new ways of thinking about …