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20232026
most citedQuantum Positional Encodings for Graph Neural Networks

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On the Expressive Power of the Transverse-Field Ising Model for Graph Learning

Mehdi Djellabi, Louis-Paul Henry

We study the quantum evolution induced by graph-indexed Ising Hamiltonians as a source of structural signal for graph learning. Graph automorphisms preserve symmetries of the Hamil…