Dynamics of disordered quantum systems with two- and three-dimensional tensor networks
Summary
Large-scale quantum annealing dynamics of Ising spin glasses were recently implemented on D-Wave's Advantage2 system on a range of lattices. After extensive comparison with existing numerical methods, these experiments were claimed to be beyond the reach of classical computation. Here, we simulated these spin-glass models with lattice-specific tensor networks, using belief propagation (BP) to keep up with the entanglement generated during the time evolution and then extracting expectation
Content
# Dynamics of disordered quantum systems with two- and three-dimensional tensor networks
*Published: 2026 May 21*
Large-scale quantum annealing dynamics of Ising spin glasses were recently
implemented on D-Wave's Advantage2 system on a range of lattices. After
extensive comparison with existing numerical methods, these experiments were
claimed to be beyond the reach of classical computation. Here, we simulated
these spin-glass models with lattice-specific tensor networks, using belief
propagation (BP) to keep up with the entanglement generated during the time
evolution and then extracting expectation values with more sophisticated
variants of BP. We found that state-of-the-art accuracies could be achieved with
modest computational resources. Moreover, our results are scalable in both two
and three dimensions, which we leveraged to verify universal Kibble-Zurek
physics on systems involving hundreds of qubits.
DOI: 10.1126/science.adx2728