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Rasmus Kyng

2 accepted papers

2022

On the Oracle Complexity of Higher-Order Smooth Non-Convex Finite-Sum Optimization

AISTATS 2022poster

We prove lower bounds for higher-order methods in smooth non-convex finite-sum optimization. Our contribution is threefold: We first show that a deterministic algorithm cannot profit from the finite-sum structure of the objective and that simulating a pth-order regularized method on the whole functi…

Cited by 2SourcePDFScholar
2015

Fast, Provable Algorithms for Isotonic Regression in all L_p-norms

NeurIPS 2015poster

Given a directed acyclic graph $G,$ and a set of values $y$ on the vertices, the Isotonic Regression of $y$ is a vector $x$ that respects the partial order described by $G,$ and minimizes $\|x-y\|,$ for a specified norm. This paper gives improved algorithms for computing the Isotonic Regression for…