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Inspires effective alternatives to backpropagation: predictive coding helps understand and build learning.

作者信息

Xu Zhenghua, Yu Miao, Song Yuhang

机构信息

School of Health Sciences and Biomedical Engineering, Hebei University of Technology, Tianjin, China (Xu Z, Yu M).

Department of Computer Science, University of Oxford, Oxford, UK (Xu Z, Song Y).

出版信息

Neural Regen Res. 2025 Nov 1;20(11):3215-3216. doi: 10.4103/NRR.NRR-D-24-00629. Epub 2024 Oct 22.

DOI:10.4103/NRR.NRR-D-24-00629
PMID:39715089
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11881729/
Abstract
摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79f3/11881729/334b1e86ee71/NRR-20-3215-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79f3/11881729/334b1e86ee71/NRR-20-3215-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/79f3/11881729/334b1e86ee71/NRR-20-3215-g001.jpg

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Inferring neural activity before plasticity as a foundation for learning beyond backpropagation.在反向传播之外的学习中,将可塑性之前的神经活动推断为学习的基础。
Nat Neurosci. 2024 Feb;27(2):348-358. doi: 10.1038/s41593-023-01514-1. Epub 2024 Jan 3.
3
Reverse Differentiation via Predictive Coding.通过预测编码进行反向分化。
Proc AAAI Conf Artif Intell. 2022 Jun 28;36(7):8150-8158. doi: 10.1609/aaai.v36i7.20788.
4
Associative Memories via Predictive Coding.通过预测编码实现的联想记忆。
Adv Neural Inf Process Syst. 2021 Dec 1;34:3874-3886.
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Can the Brain Do Backpropagation? -Exact Implementation of Backpropagation in Predictive Coding Networks.大脑能进行反向传播吗?——预测编码网络中反向传播的精确实现。
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6
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7
An Approximation of the Error Backpropagation Algorithm in a Predictive Coding Network with Local Hebbian Synaptic Plasticity.具有局部赫布突触可塑性的预测编码网络中误差反向传播算法的一种近似
Neural Comput. 2017 May;29(5):1229-1262. doi: 10.1162/NECO_a_00949. Epub 2017 Mar 23.
8
Random synaptic feedback weights support error backpropagation for deep learning.随机突触反馈权重支持深度学习的误差反向传播。
Nat Commun. 2016 Nov 8;7:13276. doi: 10.1038/ncomms13276.
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Repetition suppression and its contextual determinants in predictive coding.预测编码中的重复抑制及其情境决定因素。
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