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Efficient Continual Finite-Sum Minimization

Volkan Cevher, Efstratios Panteleimon Skoulakis, Leello Tadesse Dadi

Given a sequence of functions

f_1,\ldots,f_n

with

f_i:\mathcal{D}\mapsto \mathbb{R}

, finite-sum minimization seeks a point

{x}^\star \in \mathcal{D}

minimizing

\sum_{j=1}^nf_j(x)/n

. In this work, we propose a key twist into the finite-sum minimizat ...

2024

Fonction rationnelle

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Efficient Continual Finite-Sum Minimization

Ultra long turbulent eddies, magnetic topology, and the triggering of internal transport barriers in tokamaks

Neural Set Function Extensions: Learning with Discrete Functions in High Dimensions

DIVIDE-AND-CONQUER METHODS FOR FUNCTIONS OF MATRICES WITH BANDED OR HIERARCHICAL LOW-RANK STRUCTURE\ast

Rational-based model order reduction of Helmholtz frequency response problems with adaptive finite element snapshots

Functional Tucker Approximation Using Chebyshev Interpolation

Frequency-Domain Non-intrusive Greedy Model Order Reduction Based on Minimal Rational Approximation

On Proving and Disproving Equivalence of Functional Programming Assignments

Low-Rank Updates Of Matrix Functions Ii: Rational Krylov Methods

MATHICSE Technical Report : Frequency-domain non-intrusive greedy Model Order Reduction based on minimal rational approximation

Neural Set Function Extensions: Learning with Discrete Functions in High Dimensions

Ultra long turbulent eddies, magnetic topology, and the triggering of internal transport barriers in tokamaks

Rational-based model order reduction of Helmholtz frequency response problems with adaptive finite element snapshots

Low-Rank Updates Of Matrix Functions Ii: Rational Krylov Methods

Functional Tucker Approximation Using Chebyshev Interpolation

Frequency-Domain Non-intrusive Greedy Model Order Reduction Based on Minimal Rational Approximation

DIVIDE-AND-CONQUER METHODS FOR FUNCTIONS OF MATRICES WITH BANDED OR HIERARCHICAL LOW-RANK STRUCTURE\ast

Efficient Continual Finite-Sum Minimization

MATHICSE Technical Report : Frequency-domain non-intrusive greedy Model Order Reduction based on minimal rational approximation

On Proving and Disproving Equivalence of Functional Programming Assignments