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pro vyhledávání: '"Lindsey, Jack W"'
The utility of a learned neural representation depends on how well its geometry supports performance in downstream tasks. This geometry depends on the structure of the inputs, the structure of the target outputs, and the architecture of the network.
Externí odkaz:
http://arxiv.org/abs/2401.13558
Autor:
Lippl, Samuel, Lindsey, Jack W.
Neural networks are often trained on multiple tasks, either simultaneously (multi-task learning, MTL) or sequentially (pretraining and subsequent finetuning, PT+FT). In particular, it is common practice to pretrain neural networks on a large auxiliar
Externí odkaz:
http://arxiv.org/abs/2310.02396
Akademický článek
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Akademický článek
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Autor:
Feng Li, Lindsey, Jack W., Marin, Elizabeth C., Otto, Nils, Dreher, Marisa, Dempsey, Georgia, Stark, Ildiko, Bates, Alexander S., Pleijzier, Markus William, Schlegel, Philipp, Nern, Aljoscha, Shin-ya Takemura, Eckstein, Nils, Tansy Yang, Francis, Audrey, Braun, Amalia, Parekh, Ruchi, Costa, Marta, Scheffer, Louis K., Yoshinori Aso
Publikováno v:
eLife; 2/26/2021, p1-86, 86p
Autor:
Jack W Lindsey, Philipp Schlegel, Louis K. Scheffer, Audrey Francis, Marta Costa, Markus William Pleijzier, Feng Li, Nils Otto, Scott Waddell, Shin-ya Takemura, Gregory S.X.E. Jefferis, Ashok Litwin-Kumar, Alexander Shakeel Bates, Amalia Braun, Larry F. Abbott, Georgia Dempsey, Elizabeth C. Marin, Marisa Dreher, Ruchi Parekh, Ildiko Stark, Nils Eckstein, Aljoscha Nern, Tansy Yang, Yoshinori Aso, Gerald M. Rubin
Publikováno v:
eLife
eLife, Vol 9 (2020)
eLife, Vol 9 (2020)
Making inferences about the computations performed by neuronal circuits from synapse-level connectivity maps is an emerging opportunity in neuroscience. The mushroom body (MB) is well positioned for developing and testing such an approach due to its
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::97f2d10d03982706d8ea73191945ecc1
https://doi.org/10.7554/elife.62576
https://doi.org/10.7554/elife.62576
Autor:
Li F; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States., Lindsey JW; Department of Neuroscience, Columbia University, Zuckerman Institute, New York, United States., Marin EC; Drosophila Connectomics Group, Department of Zoology, University of Cambridge, Cambridge, United Kingdom., Otto N; Drosophila Connectomics Group, Department of Zoology, University of Cambridge, Cambridge, United Kingdom.; Centre for Neural Circuits & Behaviour, University of Oxford, Oxford, United Kingdom., Dreher M; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States., Dempsey G; Drosophila Connectomics Group, Department of Zoology, University of Cambridge, Cambridge, United Kingdom., Stark I; Drosophila Connectomics Group, Department of Zoology, University of Cambridge, Cambridge, United Kingdom., Bates AS; Neurobiology Division, MRC Laboratory of Molecular Biology, Cambridge, United Kingdom., Pleijzier MW; Neurobiology Division, MRC Laboratory of Molecular Biology, Cambridge, United Kingdom., Schlegel P; Drosophila Connectomics Group, Department of Zoology, University of Cambridge, Cambridge, United Kingdom.; Neurobiology Division, MRC Laboratory of Molecular Biology, Cambridge, United Kingdom., Nern A; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States., Takemura SY; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States., Eckstein N; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States., Yang T; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States., Francis A; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States., Braun A; Drosophila Connectomics Group, Department of Zoology, University of Cambridge, Cambridge, United Kingdom., Parekh R; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States., Costa M; Drosophila Connectomics Group, Department of Zoology, University of Cambridge, Cambridge, United Kingdom., Scheffer LK; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States., Aso Y; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States., Jefferis GS; Drosophila Connectomics Group, Department of Zoology, University of Cambridge, Cambridge, United Kingdom.; Neurobiology Division, MRC Laboratory of Molecular Biology, Cambridge, United Kingdom., Abbott LF; Department of Neuroscience, Columbia University, Zuckerman Institute, New York, United States., Litwin-Kumar A; Department of Neuroscience, Columbia University, Zuckerman Institute, New York, United States., Waddell S; Centre for Neural Circuits & Behaviour, University of Oxford, Oxford, United Kingdom., Rubin GM; Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, United States.
Publikováno v:
ELife [Elife] 2020 Dec 14; Vol. 9. Date of Electronic Publication: 2020 Dec 14.