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 …
[HTML][HTML] Do the right thing: neural network mechanisms of memory formation, expression and update in Drosophila
P Cognigni, J Felsenberg, S Waddell - Current opinion in neurobiology, 2018 - Elsevier
Highlights•Recurrent connectivity is anatomically and functionally prevalent in fly memory
circuits.•Sustained reverberant activity is necessary for memory consolidation.•Feedforward …
circuits.•Sustained reverberant activity is necessary for memory consolidation.•Feedforward …
Incorporating neuro-inspired adaptability for continual learning in artificial intelligence
Continual learning aims to empower artificial intelligence with strong adaptability to the real
world. For this purpose, a desirable solution should properly balance memory stability with …
world. For this purpose, a desirable solution should properly balance memory stability with …
[HTML][HTML] A connectome of the Drosophila central complex reveals network motifs suitable for flexible navigation and context-dependent action selection
Flexible behaviors over long timescales are thought to engage recurrent neural networks in
deep brain regions, which are experimentally challenging to study. In insects, recurrent …
deep brain regions, which are experimentally challenging to study. In insects, recurrent …
The connectome of the adult Drosophila mushroom body provides insights into function
Making inferences about the computations performed by neuronal circuits from synapse-
level connectivity maps is an emerging opportunity in neuroscience. The mushroom body …
level connectivity maps is an emerging opportunity in neuroscience. The mushroom body …
A genetically encoded fluorescent sensor enables rapid and specific detection of dopamine in flies, fish, and mice
Dopamine (DA) is a central monoamine neurotransmitter involved in many physiological
and pathological processes. A longstanding yet largely unmet goal is to measure DA …
and pathological processes. A longstanding yet largely unmet goal is to measure DA …
Cortical column and whole-brain imaging with molecular contrast and nanoscale resolution
INTRODUCTION Neural circuits across the brain are composed of structures spanning
seven orders of magnitude in size that are assembled from thousands of distinct protein …
seven orders of magnitude in size that are assembled from thousands of distinct protein …
The complete connectome of a learning and memory centre in an insect brain
Associating stimuli with positive or negative reinforcement is essential for survival, but a
complete wiring diagram of a higher-order circuit supporting associative memory has not …
complete wiring diagram of a higher-order circuit supporting associative memory has not …
A connectome of a learning and memory center in the adult Drosophila brain
Understanding memory formation, storage and retrieval requires knowledge of the
underlying neuronal circuits. In Drosophila, the mushroom body (MB) is the major site of …
underlying neuronal circuits. In Drosophila, the mushroom body (MB) is the major site of …
Context-dependent representations of movement in Drosophila dopaminergic reinforcement pathways
Dopamine plays a central role in motivating and modifying behavior, serving to invigorate
current behavioral performance and guide future actions through learning. Here we examine …
current behavioral performance and guide future actions through learning. Here we examine …