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- W3099529713 abstract "Abstract We propose stochastic modified equations (SMEs) for modelling the asynchronous stochastic gradient descent (ASGD) algorithms. The resulting SME of Langevin type extracts more information about the ASGD dynamics and elucidates the relationship between different types of stochastic gradient algorithms. We show the convergence of ASGD to the SME in the continuous time limit, as well as the SME’s precise prediction to the trajectories of ASGD with various forcing terms. As an application, we propose an optimal mini-batching strategy for ASGD via solving the optimal control problem of the associated SME." @default.
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- W3099529713 date "2019-11-18" @default.
- W3099529713 modified "2023-09-23" @default.
- W3099529713 title "Stochastic modified equations for the asynchronous stochastic gradient descent" @default.
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- W3099529713 doi "https://doi.org/10.1093/imaiai/iaz030" @default.
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