Low-dimensional invariant embeddings for universal geometric learning

N Dym, SJ Gortler - Foundations of Computational Mathematics, 2024 - Springer
This paper studies separating invariants: mappings on D-dimensional domains which are
invariant to an appropriate group action and which separate orbits. The motivation for this …

G-invariant representations using coorbits: Bi-lipschitz properties

R Balan, E Tsoukanis - arXiv preprint arXiv:2308.11784, 2023 - arxiv.org
Consider a real vector space $\mathcal {V} $ and a finite group $ G $ acting unitary on
$\mathcal {V} $. We study the general problem of constructing a stable embedding, whose …

Injectivity, stability, and positive definiteness of max filtering

DG Mixon, Y Qaddura - arXiv preprint arXiv:2212.11156, 2022 - arxiv.org
Given a real inner product space V and a group G of linear isometries, max filtering offers a
rich class of G-invariant maps. In this paper, we identify nearly sharp conditions under which …

Learning functions on symmetric matrices and point clouds via lightweight invariant features

B Blum-Smith, N Huang, M Cuturi, S Villar - arXiv preprint arXiv …, 2024 - arxiv.org
In this work, we present a mathematical formulation for machine learning of (1) functions on
symmetric matrices that are invariant with respect to the action of permutations by …

[HTML][HTML] Towards a bilipschitz invariant theory

J Cahill, JW Iverson, DG Mixon - Applied and Computational Harmonic …, 2024 - Elsevier
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G-invariant representations using coorbits: Injectivity properties

R Balan, E Tsoukanis - arXiv preprint arXiv:2310.16365, 2023 - arxiv.org
Consider a real vector space $\mathcal {V} $ and a finite group $ G $ acting unitarily on
$\mathcal {V} $. We study the general problem of constructing a stable embedding whose …

Stable Separation of Orbits for Finite Abelian Group Actions

J Cahill, A Contreras, AC Hip - Journal of Fourier Analysis and …, 2024 - Springer
In this paper we construct two new families of invariant maps that separate the orbits of the
action of a finite Abelian group on a finite dimensional complex vector space. One of these …

Orbit-injective covariant quantum channels

K Liu, C Cheng, D Han - Linear Algebra and its Applications, 2023 - Elsevier
The purpose of this paper is to investigate the quantum channels that preserve and also
separate the orbits of pure states under the action of a group unitary representation π. Such …

Recovering a group from few orbits

DG Mixon, B Vose - arXiv preprint arXiv:2411.17434, 2024 - arxiv.org
For an unknown finite group $ G $ of automorphisms of a finite-dimensional Hilbert space,
we find sharp bounds on the number of generic $ G $-orbits needed to recover $ G $ up to …

Stable Coorbit Embeddings of Orbifold Quotients

Y Qaddura, DG Mixon - arXiv preprint arXiv:2403.14042, 2024 - arxiv.org
Given a real inner product space $ V $ and a group $ G $ of linear isometries, we construct a
family of $ G $-invariant real-valued functions on $ V $ that we call coorbit filter banks, which …