Orbit recovery from invariants of low degree in representations of finite groups

Published: 25 Mar 2025, Last Modified: 20 May 2025SampTA 2025 OralEveryoneRevisionsBibTeXCC BY 4.0
Session: Invariant theory for machine learning (Dustin Mixon, Soledad Villar)
Keywords: orbit recovery, finite groups
TL;DR: We study representations of finite groups for which invariants of degree at most three separate generic orbits
Abstract: Motivated by applications to equivariant neural networks and cryo-electron microscopy we consider the problem of recovering the generic orbit in a representation of a finite group from invariants of low degree. The main result proved here is that invariants of degree at most three separate generic orbits in the regular representation of a finite group defined over any infinite field. This answers a question posed in the paper {\em Estimations under group action}, by Bandeira, Blum-Smith, Kileel, Niles-Weed, Perry and Wein. We also discuss this problem for subregular reprsentations of the dihedral and symmetric groups. Other results for rotation groups will be presented in the talk.
Submission Number: 28
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