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convex setting
convex setting
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coupling method
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stein method
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non-asymptotic bound
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iterate averaging
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stochastic differential equation
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convergence rate
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continuous-time approximation
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convergence analysis
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non-convex optimization
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stochastic gradient descent
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Papers
Convergence rates and approximation results for SGD and its continuous-time counterpart
COLT 2021
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