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This research advances quantum Monte Carlo methods by integrating isometric tensor hypercontraction, significantly improving the computational scaling and accuracy needed to simulate strongly correlated electronic systems like benzene and hydrogen chains. By reducing theoretical complexity while maintaining precision comparable to high-level wavefunction methods such as Coupled Cluster, this approach offers a more efficient pathway for solving complex molecular Hamiltonians in quantum chemistry.
Efficient Auxiliary-Field Quantum Monte Carlo using Isometric Tensor Hypercontraction
arXiv:2604.02054v2 Announce Type: replace-cross Abstract: Auxiliary Field Quantum Monte Carlo (AFQMC) has emerged as a powerful framework for treating strongly correlated electronic systems, offering a favorable balance between computational cost and accuracy. In this paper, we present a novel AFQMC method that uses the isometric tensor hypercontraction (ITHC) technique to diagonalize the two-body Coulomb interaction of molecular electronic Hamiltonians by introducing additional fictitious fermionic modes. Our method shows reduced theoretical complexity and better practical performance for both propagation and local energy evaluation compared to the standard AFQMC method. We demonstrate the efficacy of this approach by computing the ground-state energies of a linear $\ce{H10}$-chain and the benzene molecule. Our results show that the extended-basis AFQMC recovers many-body correlations with a precision comparable to that of high-level wavefunction methods such as Coupled Clusters (CC) or Density Matrix Renormalization Group (DMRG), while offering significantly improved scaling.
Abstract:Auxiliary Field Quantum Monte Carlo (AFQMC) has emerged as a powerful framework for treating strongly correlated electronic systems, offering a favorable balance between computational cost and accuracy. In this paper, we present a novel AFQMC method that uses the isometric tensor hypercontraction (ITHC) technique to diagonalize the two-body Coulomb interaction of molecular electronic Hamiltonians by introducing additional fictitious fermionic modes. Our method shows reduced theoretical complexity and better practical performance for both propagation and local energy evaluation compared to the standard AFQMC method. We demonstrate the efficacy of this approach by computing the ground-state energies of a linear $\ce{H10}$-chain and the benzene molecule. Our results show that the extended-basis AFQMC recovers many-body correlations with a precision comparable to that of high-level wavefunction methods such as Coupled Clusters (CC) or Density Matrix Renormalization Group (DMRG), while offering significantly improved scaling.
Chemical Physics (physics.chem-ph); Strongly Correlated Electrons (cond-mat.str-el); Quantum Physics (quant-ph)
arXiv:2604.02054 [physics.chem-ph]
(or arXiv:2604.02054v2 [physics.chem-ph] for this version)
https://doi.org/10.48550/arXiv.2604.02054 Focus to learn more arXiv-issued DOI via DataCite
https://doi.org/10.1021/acs.jctc.6c00749 Focus to learn more DOI(s) linking to related resources
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