A comprehensive survey of continual learning: theory, method and application

L Wang, X Zhang, H Su, J Zhu - IEEE Transactions on Pattern …, 2024 - ieeexplore.ieee.org
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 …

[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 …

Incorporating neuro-inspired adaptability for continual learning in artificial intelligence

L Wang, X Zhang, Q Li, M Zhang, H Su, J Zhu… - Nature Machine …, 2023 - nature.com
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 …

[HTML][HTML] A connectome of the Drosophila central complex reveals network motifs suitable for flexible navigation and context-dependent action selection

BK Hulse, H Haberkern, R Franconville… - Elife, 2021 - elifesciences.org
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 …

The connectome of the adult Drosophila mushroom body provides insights into function

F Li, JW Lindsey, EC Marin, N Otto, M Dreher… - Elife, 2020 - elifesciences.org
Making inferences about the computations performed by neuronal circuits from synapse-
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

F Sun, J Zeng, M Jing, J Zhou, J Feng, SF Owen, Y Luo… - Cell, 2018 - cell.com
Dopamine (DA) is a central monoamine neurotransmitter involved in many physiological
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

R Gao, SM Asano, S Upadhyayula, I Pisarev, DE Milkie… - Science, 2019 - science.org
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 …

The complete connectome of a learning and memory centre in an insect brain

K Eichler, F Li, A Litwin-Kumar, Y Park, I Andrade… - Nature, 2017 - nature.com
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 …

A connectome of a learning and memory center in the adult Drosophila brain

S Takemura, Y Aso, T Hige, A Wong, Z Lu, CS Xu… - Elife, 2017 - elifesciences.org
Understanding memory formation, storage and retrieval requires knowledge of the
underlying neuronal circuits. In Drosophila, the mushroom body (MB) is the major site of …

Context-dependent representations of movement in Drosophila dopaminergic reinforcement pathways

A Zolin, R Cohn, R Pang, AF Siliciano, AL Fairhall… - Nature …, 2021 - nature.com
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 …