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  • title: A Projection-free Algorithm for Constrained Stochastic Optimization
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            A Projection-free Algorithm for Constrained Stochastic Optimization
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            A Projection-free Algorithm for Constrained Stochastic Optimization

            Nov 28, 2022

            Speakers

            TX

            Tesi Xiao

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            KB

            Krishnakumar Balasubramanian

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            SG

            Saeed Ghadimi

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            About

            We propose a projection-free conditional gradient-type algorithm for smooth stochastic multi-level composition optimization, where the objective function is a nested composition of T functions and the constraint set is a closed convex set. Our algorithm assumes access to noisy evaluations of the functions and their gradients, through a stochastic first-order oracle satisfying certain standard unbiasedness and second-moment assumptions. We show that the number of calls to the stochastic first-ord…

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            NeurIPS 2022

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