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Efstratios Panteleimon Skoulakis

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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

Efstratios Panteleimon Skoulakis

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Imitation Learning in Discounted Linear MDPs without exploration assumptions

Efficient Continual Finite-Sum Minimization

Learning to Remove Cuts in Integer Linear Programming

Learning to Remove Cuts in Integer Linear Programming

Imitation Learning in Discounted Linear MDPs without exploration assumptions

Efficient Continual Finite-Sum Minimization