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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