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A deep learning framework for neuroscience.
Nat Neurosci. 2019 Nov;22(11):1761-1770. doi: 10.1038/s41593-019-0520-2. Epub 2019 Oct 28.
Nat Neurosci. 2019.
PMID: 31659335
Free PMC article.
Review.
Equilibrium Propagation: Bridging the Gap between Energy-Based Models and Backpropagation.
Scellier B, Bengio Y.
Scellier B, et al.
Front Comput Neurosci. 2017 May 4;11:24. doi: 10.3389/fncom.2017.00024. eCollection 2017.
Front Comput Neurosci. 2017.
PMID: 28522969
Free PMC article.
Item in Clipboard
Scaling Equilibrium Propagation to Deep ConvNets by Drastically Reducing Its Gradient Estimator Bias.
Laborieux A, Ernoult M, Scellier B, Bengio Y, Grollier J, Querlioz D.
Laborieux A, et al. Among authors: scellier b.
Front Neurosci. 2021 Feb 18;15:633674. doi: 10.3389/fnins.2021.633674. eCollection 2021.
Front Neurosci. 2021.
PMID: 33679315
Free PMC article.
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Equivalence of Equilibrium Propagation and Recurrent Backpropagation.
Scellier B, Bengio Y.
Scellier B, et al.
Neural Comput. 2019 Feb;31(2):312-329. doi: 10.1162/neco_a_01160. Epub 2018 Dec 21.
Neural Comput. 2019.
PMID: 30576611
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Frequency Propagation: Multimechanism Learning in Nonlinear Physical Networks.
Anisetti VR, Kandala A, Scellier B, Schwarz JM.
Anisetti VR, et al. Among authors: scellier b.
Neural Comput. 2024 Mar 21;36(4):596-620. doi: 10.1162/neco_a_01648.
Neural Comput. 2024.
PMID: 38457749
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Contrastive learning through non-equilibrium memory.
Falk M, Strupp A, Scellier B, Murugan A.
Falk M, et al. Among authors: scellier b.
ArXiv [Preprint]. 2023 Dec 29:arXiv:2312.17723v1.
ArXiv. 2023.
PMID: 38235062
Free PMC article.
Preprint.
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