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ENTITY Stochastic gradient descent with initial regularization

Stochastic gradient descent with initial regularization

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    New SGDIR analysis yields dimension-free risk bounds

    Researchers have analyzed a variant of stochastic gradient descent with initial regularization (SGDIR), deriving dimension-free upper bounds on its expected excess risk for the squared loss. In noiseless scenarios, new …