Uniqueness of the unitary group representation minimizer for HyperCube regularization
Uniqueness of the unitary group representation minimizer for HyperCube regularization
Let be a group operation table, and let be the tensor represented by the HyperCube factors. For a finite group, write for its unitary regular representation, so that the factor slices satisfy
Let denote the HyperCube Regularizer and impose the constraint .
HyperCube regularizer minimizer conjecture. The unitary group representation describes the unique minimizer of up to unitary basis changes, and its minimum regularizer loss is
This conjecture proposes that the regular representation is not only sufficient to reproduce every finite group operation table exactly, but is also the unique optimal solution, modulo unitary changes of basis, for the constrained HyperCube regularization problem.
Sources & referencesView supporting material
Primary source
Dongsung Huh, “Discovering Abstract Symbolic Relations by Learning Unitary Group Representations”, arXiv:2402.17002 (2024).
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