Sampling isometric tensor network states with monitored quantum circuits
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 J1-J2 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.
Related
- Surviving readout errors and incomplete postselection in monitored quantum circuits
- Universal purification dynamics of monitored Clifford circuits
- Multinomial shot sampling for quantum circuits
- Zero- Versus Infinite-Temperature Damping in Variational Quantum Circuits: Feature Scale, Sampling Cost, and Frame Gauge
- Measurement-Induced Phase Transitions and Logical-Space Localization in Floquet Monitored Clifford Circuits
BibTeX
@misc{rong2026sampling,
title = {{Sampling isometric tensor network states with monitored quantum circuits}},
author = {Yuqing Rong and Huan-Hai Zhou and Guo-Yi Zhu and Jinguo Liu},
howpublished = {arXiv},
year = {2026},
month = aug,
doi = {10.48550/arxiv.2608.18511},
eprint = {2608.18511},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2608.18511},
}
RIS
TY - UNPB
TI - Sampling isometric tensor network states with monitored quantum circuits
AU - Yuqing Rong
AU - Huan-Hai Zhou
AU - Guo-Yi Zhu
AU - Jinguo Liu
PY - 2026
DA - 2026/08/29
PB - arXiv
DO - 10.48550/arxiv.2608.18511
UR - https://arxiv.org/abs/2608.18511
AB - 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.
ER -