conftrace_

continuous-time approximation

3 papers

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Co-occurring keywords · papers mentioning both

stochastic differential equation (2) stochastic gradient descent (2) gradient descent (1) learning rate (1) convergence rate (1) gradient flow (1) momentum method (1) iterate averaging (1) ordinary differential equation (1) non-asymptotic bound (1)

Papers

A Comparison of Continuous-Time Approximations to Stochastic Gradient Descent JMLR 2024 Continuous Time Analysis of Momentum Methods JMLR 2021 Convergence rates and approximation results for SGD and its continuous-time counterpart COLT 2021