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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

Analyse (mathématiques)

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Generalization of Scaled Deep ResNets in the Mean-Field Regime

On the Sums over Inverse Powers of Zeros of the Hurwitz Zeta Function and Some Related Properties of These Zeros

BPS invariants from p-adic integrals

Learning the intrinsic dynamics of spatio-temporal processes through Latent Dynamics Networks

Efficient Continual Finite-Sum Minimization

Transportation-based functional ANOVA and PCA for covariance operators

Robust mass lumping and outlier removal strategies in isogeometric analysis

Null energy constraints on two-dimensional RG flows

Adaptive Finite Elements with Large Aspect Ratio. Application to Aluminium Electrolysis

Stability of the Faber-Krahn inequality for the short-time Fourier transform

Generalization of Scaled Deep ResNets in the Mean-Field Regime

Learning the intrinsic dynamics of spatio-temporal processes through Latent Dynamics Networks

Efficient Continual Finite-Sum Minimization

On the Sums over Inverse Powers of Zeros of the Hurwitz Zeta Function and Some Related Properties of These Zeros

Transportation-based functional ANOVA and PCA for covariance operators

Robust mass lumping and outlier removal strategies in isogeometric analysis

Adaptive Finite Elements with Large Aspect Ratio. Application to Aluminium Electrolysis

Stability of the Faber-Krahn inequality for the short-time Fourier transform

Null energy constraints on two-dimensional RG flows

BPS invariants from p-adic integrals