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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

Mathématiques

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Reach For the Arcs: Reconstructing Surfaces from SDFs via Tangent Points

The time-domain Cartesian multipole expansion of electromagnetic fields

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

Frustrated magnets in the limit of infinite dimensions: Dynamics and disorder-free glass transition

HYPERBOLA METHOD ON TORIC VARIETIES

Transition to chaos in extended systems and their quantum impurity models

COMMUNICATION LOWER BOUNDS AND OPTIMAL ALGORITHMS FOR MULTIPLE TENSOR-TIMES-MATRIX COMPUTATION

WILD SOLUTIONS TO SCALAR EULER-LAGRANGE EQUATIONS

Efficient Continual Finite-Sum Minimization

FENNECS: a novel particle-in-cell code for simulating the formation of magnetized non-neutral plasmas trapped by electrodes of complex geometries

The time-domain Cartesian multipole expansion of electromagnetic fields

COMMUNICATION LOWER BOUNDS AND OPTIMAL ALGORITHMS FOR MULTIPLE TENSOR-TIMES-MATRIX COMPUTATION

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

Efficient Continual Finite-Sum Minimization

HYPERBOLA METHOD ON TORIC VARIETIES

Transition to chaos in extended systems and their quantum impurity models

WILD SOLUTIONS TO SCALAR EULER-LAGRANGE EQUATIONS

Frustrated magnets in the limit of infinite dimensions: Dynamics and disorder-free glass transition

Reach For the Arcs: Reconstructing Surfaces from SDFs via Tangent Points

FENNECS: a novel particle-in-cell code for simulating the formation of magnetized non-neutral plasmas trapped by electrodes of complex geometries