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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 I

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Residual-based attention in physics-informed neural networks

Climbing into their Skin to Understand Contextual Protein-Protein Associations and Localizations: Functional Investigations in Transgenic Live Model Organisms

Efficient Continual Finite-Sum Minimization

Null energy constraints on two-dimensional RG flows

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BPS invariants from p-adic integrals

Graph generative deep learning models with an application to circuit topologies

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Morphological processes and potential for lacustrine delta restoration

Residual-based attention in physics-informed neural networks

Efficient Continual Finite-Sum Minimization

Graph generative deep learning models with an application to circuit topologies

In Medio Stat Virtus: Combining Boolean and Pattern Matching

Morphological processes and potential for lacustrine delta restoration

Null energy constraints on two-dimensional RG flows

BPS invariants from p-adic integrals

Hitting with Probability One for Stochastic Heat Equations with Additive Noise

Climbing into their Skin to Understand Contextual Protein-Protein Associations and Localizations: Functional Investigations in Transgenic Live Model Organisms