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  • title: DRIVE: One-bit Distributed Mean Estimation
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            DRIVE: One-bit Distributed Mean Estimation
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            DRIVE: One-bit Distributed Mean Estimation

            Dec 6, 2021

            Speakers

            SV

            Shay Vargaftik

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            Ran Ben-Basat

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            Amit Portnoy

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            About

            We consider the problem where n clients transmit d-dimensional real-valued vectors using d(1+o(1)) bits each, in a manner that allows the receiver to approximately reconstruct their mean. Such compression problems naturally arise in distributed and federated learning. We provide novel mathematical results and derive computationally efficient algorithms that are more accurate than previous compression techniques. We evaluate our methods on a collection of distributed and federated learning tasks,…

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            NeurIPS 2021

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