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Matching Upper and Lower Bounds for Higher-Order Nonconvex Finite-Sum Optimization

Wu, Wendao et al.
arXiv (All) · Papers
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optimization-and-control
We establish tight randomized higher-order oracle complexity for finding first-order stationary points of nonconvex finite sums. Let $n$ be the number of components, $Δ>0$ the initial objective-gap bound, $L_p>0$ an individual $p$-th derivative Lipschitz bound, and $ε>0$ the target gradient norm. Fo
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