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  • title: Can Forward Gradient Match Backpropagation?
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            Can Forward Gradient Match Backpropagation?
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            Can Forward Gradient Match Backpropagation?

            Jul 24, 2023

            Speakers

            LF

            Louis Fournier

            Speaker · 0 followers

            SR

            Stéphane Rivaud

            Speaker · 0 followers

            EB

            Eugene Belilovsky

            Speaker · 0 followers

            About

            Forward gradients - the idea of using directional derivatives in forward differentiation mode - have recently been shown to be utilizable for neural network training while avoiding problems generally associated with backpropagation gradient computation, such as locking and memorization requirements.The cost is the requirement to guess the step direction, which is hard in high dimensions.While current solutions rely on weighted averages over isotropic guess vector distributions,we propose to stro…

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            I2
            I2

            ICML 2023

            Account · 609 followers

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