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A Compositional Kernel Model for Feature Learning

Published • Sep 1, 2026
Authors:
Feng Ruan
,
Keli Liu
,
Michael Jordan

Abstract

We study a compositional variant of kernel ridge regression in which the predictor is applied to a coordinate-wise reweighting of the inputs. Formulated as a variational problem, this model provides a tractable setting for studying feature learning in compositional architectures. From the perspectiv...

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