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Main Author: Mohan, Shravan
Format: Preprint
Published: 2026
Subjects:
Online Access:https://arxiv.org/abs/2602.11566
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author Mohan, Shravan
author_facet Mohan, Shravan
contents A class of parametric functions formed by alternating compositions of multivariate polynomials and rectification style monomial maps is studied (the layer-wise exponents are treated as fixed hyperparameters and are not optimized). For this family, nontrivial parametric invariances are identified and characterized, i.e., distinct parameter settings that induce identical input-output maps. A constructive description of the invariance structure is provided, enabling sparse function representations, parameter obfuscation, and potential dimensionality reduction for optimization.
format Preprint
id arxiv_https___arxiv_org_abs_2602_11566
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle On a group of invariances in a class of functions
Mohan, Shravan
Optimization and Control
A class of parametric functions formed by alternating compositions of multivariate polynomials and rectification style monomial maps is studied (the layer-wise exponents are treated as fixed hyperparameters and are not optimized). For this family, nontrivial parametric invariances are identified and characterized, i.e., distinct parameter settings that induce identical input-output maps. A constructive description of the invariance structure is provided, enabling sparse function representations, parameter obfuscation, and potential dimensionality reduction for optimization.
title On a group of invariances in a class of functions
topic Optimization and Control
url https://arxiv.org/abs/2602.11566