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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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Robust mass lumping and outlier removal strategies in isogeometric analysis

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

Generalization of Scaled Deep ResNets in the Mean-Field Regime

Transportation-based functional ANOVA and PCA for covariance operators

Efficient Continual Finite-Sum Minimization

BPS invariants from p-adic integrals

Non-normal forms

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

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

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

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

Generalization of Scaled Deep ResNets in the Mean-Field Regime

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

Transportation-based functional ANOVA and PCA for covariance operators

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

Robust mass lumping and outlier removal strategies in isogeometric analysis

Non-normal forms

BPS invariants from p-adic integrals

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