Permutation-invariant quantum circuits vastly outperform generic quantum machine learning ansatzes on 8-qubit graph classification tasks in simulation.
Symmetry-restricted quantum circuits are still well-behaved
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
We show that quantum circuits restricted by a symmetry inherit the properties of the whole special unitary group $SU(2^n)$, in particular composition, algebraic and topological closedness and connectedness. It extends prior work on symmetric states to the operators and shows that the operator space follows the same structure as the state space. The well-behavedness is independent of the symmetry requirement imposed on the subgroup. We provide an example of a permutation invariance across all qubits.
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2025 1verdicts
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Solving graph problems using permutation-invariant quantum machine learning
Permutation-invariant quantum circuits vastly outperform generic quantum machine learning ansatzes on 8-qubit graph classification tasks in simulation.