REVIEW 4 cited by
From Architectures to Applications: A Review of Neural Quantum States
Not yet reviewed by Pith; the record is open.
This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.
SPECIMEN: schema-true, not a live event
T0 review · schema-true
One-sentence machine reading of the paper's core claim.
pith:XXXXXXXX · record.json · timestamp
read the original abstract
Due to the exponential growth of the Hilbert space dimension with system size, the simulation of quantum many-body systems has remained a persistent challenge until today. Here, we review a relatively new class of variational states for the simulation of such systems, namely neural quantum states (NQS), which overcome the exponential scaling by compressing the state in terms of the network parameters rather than storing all exponentially many coefficients needed for an exact parameterization of the state. We introduce the commonly used NQS architectures and their various applications for the simulation of ground and excited states, finite temperature and open system states as well as NQS approaches to simulate the dynamics of quantum states. Furthermore, we discuss NQS in the context of quantum state tomography.
Forward citations
Cited by 4 Pith papers
-
Infinite temperature at zero energy
Periodic Feynman-Kitaev clocks built from linear feedback shift register circuits have provably volume-law-entangled ground states and almost all eigenstates.
-
Unveiling Semiclassical Structures in Quantum Chaotic Eigenstates Using Neural Networks
Localization-constrained sparse quantum dictionaries trained on baker-map eigenstates spontaneously recover scar-like atoms aligned with classical periodic orbits.
-
Odd Toric Code in a tilted field: Higgs-confinement multicriticality, spontaneous self-duality symmetry breaking, and valence bond solids
Numerics on the odd toric code reveal a continuous multicritical point on the self-dual line where confinement, Higgs condensation, VBS order, and self-duality breaking coincide. Hints of additional VBS phases at inte...
-
MPStab: an hybrid stabilizers tensor-network quantum circuit simulator
MPStab implements hybrid stabilizer–MPO circuit simulation and shows it outperforms pure tensor networks on Clifford-heavy circuits with moderate magic at matched bond dimension.
Discussion (0). Continue with ORCID to comment.