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A kernel-based stochastic approximation framework for contextual optimization

Published in arXiv (Cornell University) • Oct 28, 2025
NobleIDNI7P94W00R75S19
Authors:
Hao Cao
,
Jian-Qiang Hu
,
Jiaqiao Hu

Abstract

We present a kernel-based stochastic approximation (KBSA) framework for solving contextual stochastic optimization problems with differentiable objective functions. The framework only relies on system output estimates and can be applied to address a large class of contextual measures, including cond...

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