On the finite representation of group equivariant operators via permutant measures
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Abstract (arXiv)
The study of G-equivariant operators is of great interest to explain and understand the architecture of neural networks. In this paper we show that each linear G-equivariant operator can be produced by a suitable permutant measure, provided that the group G transitively acts on a finite signal domain X. This result makes available a new method to build linear G-equivariant operators in the finite setting.
Key facts. Cited by 7 papers in the map (data through 13 Oct 2026). First posted on arXiv 7 Aug 2020.
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Citing papers per year: 2021: 1; 2022: 2; 2023: 1; 2024: 1; 2025: 1; 2026: 1.
7 papers.
- 2022Generalized Permutants and Graph GENEOscited by 5
- 2022GENEOnet: A new machine learning paradigm based on Group Equivariant Non-Expansive Operators. An application to protein pocket detectioncited by 4
- 2024A novel approach to graph distinction through GENEOs and permutantscited by 4
- 2021On the geometric and Riemannian structure of the spaces of group equivariant non-expansive operatorscited by 3
- 2023A topological model for partial equivariance in deep learning and data analysiscited by 1
- 2025GENEOnet: Statistical analysis supporting explainability and trustworthinesscited by 0
- 2026An Algebraic Representation Theorem for Linear GENEOs in Geometric Machine Learningcited by 0
- 2026An Algebraic Representation Theorem for Linear GENEOs in Geometric Machine Learning7 Jan 2026
- 2025GENEOnet: Statistical analysis supporting explainability and trustworthiness12 Mar 2025
- 2024A novel approach to graph distinction through GENEOs and permutants12 Jun 2024
- 2023A topological model for partial equivariance in deep learning and data analysis25 Aug 2023
- 2022Generalized Permutants and Graph GENEOs29 Jun 2022
- 2022GENEOnet: A new machine learning paradigm based on Group Equivariant Non-Expansive Operators. An application to protein pocket detection31 Jan 2022
- 2021On the geometric and Riemannian structure of the spaces of group equivariant non-expansive operators3 Mar 2021