4 problems
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Worst-case performance conjecture for gradient descent on linear-operator compositions
Let be a -strongly convex and -smooth function, and let belong to the class of linear operators with singular values in . Write…
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Closed-form worst-case conjecture for gradient descent on
Closed-form worst-case conjecture. The worst-case performance satisfies
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Taylor et al.'s one-dimensional worst-case conjecture for gradient descent on smooth strongly convex functions
Let , , and let be the class of functions with the smoothness and strong-convexity parameters specified in the source. Let…
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Exact complexity bound conjecture for the gradient method
Let be a convex function with Lipschitz-continuous gradient of constant , let be a minimizer, and let . Suppose the sequence is ge…