Quantum Seniority-based Subspace Expansion: Linear Combinations of Short-Circuit Unitary Transformations for the Electronic Structure Problem
Smik Patel, Praveen Jayakumar, Rick Huang, Tao Zeng, Artur F. Izmaylov
TL;DR
The paper tackles the challenge of achieving chemical accuracy for electronic-structure problems on near-term quantum devices by reducing circuit depth and measurement overhead. It introduces Quantum SENiority-based Subspace Expansion (Q-SENSE), a hybrid quantum–classical framework that builds orthogonal basis states from seniority-symmetry considerations, enabling a tunable trade-off between quantum circuit complexity and the size of the classical subspace. By partitioning matrix-element measurements into efficiently computable classical fragments and a smaller quantum portion, and by using an extended swap-test formalism with constant-term optimization, Q-SENSE achieves substantial measurement savings while preserving accuracy. The authors demonstrate chemical accuracy for H$_2$O and N$_2$ across weak and strongly correlated regimes, comparing two operational modes (Variational Optimization and Perturbation Theory) that interpolate between VQE-like and CI-like behavior, and show favorable scaling of quantum resources and measurement costs. Overall, Q-SENSE provides a scalable, symmetry-exploiting pathway toward quantum advantage in electronic structure on current and near-future quantum hardware, with practical implications for handling strong correlation at reduced quantum costs.
Abstract
Quantum SENiority-based Subspace Expansion (Q-SENSE) is a hybrid quantum-classical algorithm that interpolates between the Variational Quantum Eigensolver (VQE) and Configuration Interaction (CI) methods. It constructs Hamiltonian matrix elements on a quantum device and solves the resulting eigenvalue problem classically. Unlike other expansion-based methods -- such as Quantum Subspace Expansion (QSE), Quantum Krylov Algorithms, and the Non-Orthogonal Quantum Eigensolver -- Q-SENSE introduces seniority operators as artificial symmetries to construct orthogonal basis states. This seniority-symmetry-based approach reduces one of the primary limitations of VQE on near-term quantum hardware -- circuit depth -- at the cost of measuring additional matrix elements. The artificial symmetries also reduce the number of Hamiltonian terms that must be measured, as only a small fraction of the terms couple basis states in different seniority subspaces. With all these merits, Q-SENSE offers a scalable and resource-efficient route to quantum advantage on near-term quantum devices and in the early fault-tolerant regime.
