aiqbench analysis
This research proposes a hybrid quantum-classical framework that maps variational projected entangled pair states onto monitored circuits to efficiently simulate two-dimensional many-body systems on near-term hardware. By replacing costly tensor-network contractions with circuit sampling, the method offers a scalable approach for evaluating observables in models like the $J_1$-$J_2$ system without increasing qubit requirements proportional to cylinder width.
Sampling isometric tensor network states with monitored quantum circuits
arXiv:2608.18511v1 Announce Type: new Abstract: Projected entangled pair states (PEPS) provide an efficient variational ansatz for two-dimensional quantum phases, but computing observables remains challenging because PEPS contraction is generally costly. Here, we parameterize two-dimensional quantum states using variational PEPS subject to isometric constraints and map the resulting ansatz onto monitored quantum circuits, replacing tensor-network contraction with circuit sampling. For infinite cylinders, the transfer matrix defines a quantum channel on the virtual boundary. We use a fixed-point treatment and a monitored-circuit unraveling of this channel to evaluate observables efficiently. Using a constant number of variational parameters and a number of qubits that scales only with the cylinder width, our method yields a phase diagram for the $J_1$-$J_2$ model in qualitative agreement with DMRG results. Because the monitored circuits are compatible with near-term quantum hardware, this approach provides a hybrid quantum-classical framework for simulating two-dimensional quantum many-body systems.
Abstract:Projected entangled pair states (PEPS) provide an efficient variational ansatz for two-dimensional quantum phases, but computing observables remains challenging because PEPS contraction is generally costly. Here, we parameterize two-dimensional quantum states using variational PEPS subject to isometric constraints and map the resulting ansatz onto monitored quantum circuits, replacing tensor-network contraction with circuit sampling. For infinite cylinders, the transfer matrix defines a quantum channel on the virtual boundary. We use a fixed-point treatment and a monitored-circuit unraveling of this channel to evaluate observables efficiently. Using a constant number of variational parameters and a number of qubits that scales only with the cylinder width, our method yields a phase diagram for the $J_1$-$J_2$ model in qualitative agreement with DMRG results. Because the monitored circuits are compatible with near-term quantum hardware, this approach provides a hybrid quantum-classical framework for simulating two-dimensional quantum many-body systems.
arXiv:2608.18511 [quant-ph]
(or arXiv:2608.18511v1 [quant-ph] for this version)
https://doi.org/10.48550/arXiv.2608.18511 Focus to learn more arXiv-issued DOI via DataCite (pending registration)
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