most citedAPI design for machine learning software: experiences from the scikit-learn project

1.9k citations · 2k across the 3 of their papers we have counts for

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math.OC2020★ 1 cited

Halting Time is Predictable for Large Models: A Universality Property and Average-case Analysis

Courtney Paquette, Bart van Merriënboer, Elliot Paquette +1

Average-case analysis computes the complexity of an algorithm averaged over all possible inputs. Compared to worst-case analysis, it is more representative of the typical behavior…

math.OC2020★ 10 cited

Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization

Geoffrey Négiar, Gideon Dresdner, Alicia Tsai +4

We propose a novel Stochastic Frank-Wolfe (a.k.a. conditional gradient) algorithm for constrained smooth finite-sum minimization with a generalized linear prediction/structure. Thi…