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  • title: Activation Sharing with Asymmetric Paths Solves Weight Transport Problem without Bidirectional Connection
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            Activation Sharing with Asymmetric Paths Solves Weight Transport Problem without Bidirectional Connection
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            Activation Sharing with Asymmetric Paths Solves Weight Transport Problem without Bidirectional Connection

            Dec 6, 2021

            Speakers

            SW

            Sunghyeon Woo

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            JP

            Jeongwoo Park

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            JH

            Jiwoo Hong

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            About

            One of the reasons why it is difficult for the brain to perform backpropagation (BP) is the weight transport problem, which argues forward and feedback neurons cannot share the same synaptic weights during learning in biological neural networks. Recently proposed algorithms address the weight transport problem while providing good performance similar to BP in large-scale networks. However, they require bidirectional connections between the forward and feedback neurons to train their weights, whi…

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            NeurIPS 2021

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