Contextual Subspace Variational Quantum Eigensolver
arXiv:2011.10027 · doi:10.22331/q-2021-05-14-456
Abstract
We describe the contextual subspace variational quantum eigensolver (CS-VQE), a hybrid quantum-classical algorithm for approximating the ground state energy of a Hamiltonian. The approximation to the ground state energy is obtained as the sum of two contributions. The first contribution comes from a noncontextual approximation to the Hamiltonian, and is computed classically. The second contribution is obtained by using the variational quantum eigensolver (VQE) technique to compute a contextual correction on a quantum processor. In general the VQE computation of the contextual correction uses fewer qubits and measurements than the VQE computation of the original problem. Varying the number of qubits used for the contextual correction adjusts the quality of the approximation. We simulate CS-VQE on tapered Hamiltonians for small molecules, and find that the number of qubits required to reach chemical accuracy can be reduced by more than a factor of two. The number of terms required to compute the contextual correction can be reduced by more than a factor of ten, without the use of other measurement reduction schemes. This indicates that CS-VQE is a promising approach for eigenvalue computations on noisy intermediate-scale quantum devices.
arXiv comment18 pages, 5 figures
References in corpus (38)
- A variational eigenvalue solver on a quantum processor
- Hardware-efficient Variational Quantum Eigensolver for Small Molecules and Quantum Magnets
- Barren plateaus in quantum neural network training landscapes
- The theory of variational hybrid quantum-classical algorithms
- Cost Function Dependent Barren Plateaus in Shallow Parametrized Quantum Circuits
- Extending the computational reach of a noisy superconducting quantum processor
- Scalable Quantum Simulation of Molecular Energies
- Hartree-Fock on a superconducting qubit quantum computer
- Determining eigenstates and thermal states on a quantum computer using quantum imaginary time evolution
- In defense of the epistemic view of quantum states: a toy theory
- Contextuality for preparations, transformations, and unsharp measurements
- Contextuality supplies the magic for quantum computation
- Self-Verifying Variational Quantum Simulation of the Lattice Schwinger Model
- Variational ansatz-based quantum simulation of imaginary time evolution
- Robust determination of molecular spectra on a quantum processor
- Quantum chemistry calculations on a trapped-ion quantum simulator
- The Sheaf-Theoretic Structure Of Non-Locality and Contextuality
- Cloud Quantum Computing of an Atomic Nucleus
- Graph-Theoretic Approach to Quantum Correlations
- Subspace-search variational quantum eigensolver for excited states
- Quantum Implementation of Unitary Coupled Cluster for Simulating Molecular Electronic Structure
- Measurement Optimization in the Variational Quantum Eigensolver Using a Minimum Clique Cover
- Contextuality in Measurement-based Quantum Computation
- From transistor to trapped-ion computers for quantum chemistry
- Witnessing eigenstates for quantum simulation of Hamiltonian spectra
- Experimental Bayesian Quantum Phase Estimation on a Silicon Photonic Chip
- Reducing qubit requirements for quantum simulation using molecular point group symmetries
- Measurement reduction in variational quantum algorithms
- On barren plateaus and cost function locality in variational quantum algorithms
- Phase space simulation method for quantum computation with magic states on qubits
- Necessary and sufficient condition for quantum state-independent contextuality
- Quantum Advantage from Sequential-Transformation Contextuality
- Contextuality Test of the Nonclassicality of Variational Quantum Eigensolvers
- Resource theory of contextuality for arbitrary prepare-and-measure experiments
- Necessary and sufficient condition for contextuality from incompatibility
- Necessary and sufficient conditions for state-independent measurement contextual scenarios
- Classical Simulation of Noncontextual Pauli Hamiltonians
- Graph-theoretic strengths of contextuality
Cited by in corpus (14)
- The Variational Quantum Eigensolver: a review of methods and best practices
- Improving quantum measurements by introducing "ghost" Pauli products
- A stabilizer framework for Contextual Subspace VQE and the noncontextual projection ansatz
- Contextual Subspace Variational Quantum Eigensolver Calculation of the Dissociation Curve of Molecular Nitrogen on a Superconducting Quantum Computer
- Unitary Partitioning and the Contextual Subspace Variational Quantum Eigensolver
- Benchmarking Noisy Intermediate Scale Quantum Error Mitigation Strategies for Ground State Preparation of the HCl Molecule
- Qsun: an open-source platform towards practical quantum machine learning applications
- Stabilizer ground states for simulating quantum many-body physics: theory, algorithms, and applications
- Stabilizer-Accelerated Quantum Many-Body Ground-State Estimation
- Ladder Operator Block-Encoding
- Extending Quantum Computing through Subspace, Embedding and Classical Molecular Dynamics Techniques
- Contextuality of Quantum Error-Correcting Codes
- Twenty years of quantum contextuality at USTC
- Noncontextual Pauli Hamiltonians