Stochastic dual averaging converges on nonconvex smooth stochastic optimization at rate O(1/T + σ log T/√T), matching SGD.
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Dual Averaging Converges for Nonconvex Smooth Stochastic Optimization
Stochastic dual averaging converges on nonconvex smooth stochastic optimization at rate O(1/T + σ log T/√T), matching SGD.