Search Results - "Abbott, L. F."
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1
Training dynamically balanced excitatory-inhibitory networks
Published in PloS one (08-08-2019)“…The construction of biologically plausible models of neural circuits is crucial for understanding the computational properties of the nervous system…”
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2
Generation of stable heading representations in diverse visual scenes
Published in Nature (London) (01-12-2019)“…Many animals rely on an internal heading representation when navigating in varied environments 1 – 10 . How this representation is linked to the sensory cues…”
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3
Random convergence of olfactory inputs in the Drosophila mushroom body
Published in Nature (London) (02-05-2013)“…In Drosophila , olfactory sensory neurons project to spatially invariant loci (glomeruli) and stereotyped circuitry is maintained in projections to a brain…”
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4
Building functional networks of spiking model neurons
Published in Nature neuroscience (01-03-2016)“…The networks used by computer scientists and by modelers in neuroscience frequently consider unit activities as continuous. Neurons, however, communicate…”
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5
full-FORCE: A target-based method for training recurrent networks
Published in PloS one (07-02-2018)“…Trained recurrent networks are powerful tools for modeling dynamic neural computations. We present a target-based method for modifying the full connectivity…”
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Balanced excitation and inhibition are required for high-capacity, noise-robust neuronal selectivity
Published in Proceedings of the National Academy of Sciences - PNAS (31-10-2017)“…Neurons and networks in the cerebral cortex must operate reliably despite multiple sources of noise. To evaluate the impact of both input and output noise, we…”
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7
The complete connectome of a learning and memory centre in an insect brain
Published in Nature (London) (10-08-2017)“…Associating stimuli with positive or negative reinforcement is essential for survival, but a complete wiring diagram of a higher-order circuit supporting…”
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Dimension of Activity in Random Neural Networks
Published in Physical review letters (15-09-2023)Get full text
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The neuronal architecture of the mushroom body provides a logic for associative learning
Published in eLife (23-12-2014)“…We identified the neurons comprising the Drosophila mushroom body (MB), an associative center in invertebrate brains, and provide a comprehensive map…”
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10
Synaptic computation
Published in Nature (14-10-2004)“…Neurons are often considered to be the computational engines of the brain, with synapses acting solely as conveyers of information. But the diverse types of…”
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Sparse RNNs can support high-capacity classification
Published in PLoS computational biology (01-12-2022)“…Feedforward network models performing classification tasks rely on highly convergent output units that collect the information passed on by preceding layers…”
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12
Eigenvalue spectra of random matrices for neural networks
Published in Physical review letters (03-11-2006)“…The dynamics of neural networks is influenced strongly by the spectrum of eigenvalues of the matrix describing their synaptic connectivity. In large networks,…”
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13
Sparse balance: Excitatory-inhibitory networks with small bias currents and broadly distributed synaptic weights
Published in PLoS computational biology (01-02-2022)“…Cortical circuits generate excitatory currents that must be cancelled by strong inhibition to assure stability. The resulting excitatory-inhibitory (E-I)…”
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14
Signal Propagation and Logic Gating in Networks of Integrate-and-Fire Neurons
Published in The Journal of neuroscience (16-11-2005)“…Transmission of signals within the brain is essential for cognitive function, but it is not clear how neural circuits support reliable and accurate signal…”
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15
Gating multiple signals through detailed balance of excitation and inhibition in spiking networks
Published in Nature neuroscience (01-04-2009)“…The balance of excitation and inhibition across large populations of spiking neurons has been suggested to be important. Here the authors model the effects of…”
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Meta-learning synaptic plasticity and memory addressing for continual familiarity detection
Published in Neuron (Cambridge, Mass.) (02-02-2022)“…Over the course of a lifetime, we process a continual stream of information. Extracted from this stream, memories must be efficiently encoded and stored in an…”
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Neural learning rules for generating flexible predictions and computing the successor representation
Published in eLife (16-03-2023)“…The predictive nature of the hippocampus is thought to be useful for memory-guided cognitive behaviors. Inspired by the reinforcement learning literature, this…”
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18
Flexible neural control of motor units
Published in Nature neuroscience (01-11-2022)“…Voluntary movement requires communication from cortex to the spinal cord, where a dedicated pool of motor units (MUs) activates each muscle. The canonical…”
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Presynaptic inhibition of spinal sensory feedback ensures smooth movement
Published in Nature (London) (01-05-2014)“…The precision of skilled movement depends on sensory feedback and its refinement by local inhibitory microcircuits. One specialized set of spinal GABAergic…”
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A temporal basis for predicting the sensory consequences of motor commands in an electric fish
Published in Nature neuroscience (01-03-2014)“…To adaptively navigate their environments organisms need to predict and cancel out the sensory consequences of their actions. Here the authors show that…”
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