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Critical Limitations in Quantum-Selected Configuration Interaction Methods.

Peter Reinholdt1, Karl Michael Ziems2,3, Erik Rosendahl Kjellgren1

  • 1Department of Physics, Chemistry and Pharmacy, University of Southern Denmark, Campusvej 55, DK-5230 Odense M, Denmark.

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Quantum Selected Configuration Interaction (QSCI) methods show limitations for quantum chemistry. Numerical analysis reveals inefficiencies in finding new configurations, hindering practical applications compared to classical methods.

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Area of Science:

  • Quantum computing
  • Computational chemistry
  • Quantum algorithms

Background:

  • Quantum Selected Configuration Interaction (QSCI), also known as Sample-based Quantum Diagonalization (SQD), is a near-term quantum computing approach for the electronic Schrödinger equation.
  • Classical Selected Configuration Interaction (SCI) heuristics are established methods for solving electronic structure problems.

Purpose of the Study:

  • To perform a numerical analysis of Quantum Selected Configuration Interaction (QSCI) methods.
  • To identify and demonstrate critical limitations hindering the practical applicability of QSCI in chemistry.

Main Methods:

  • Numerical analysis using nitrogen molecules and [2Fe-2S] iron-sulfur clusters.
  • Comparison of QSCI determinant sampling with classical SCI heuristics.
  • Evaluation of CI expansion compactness and accuracy.

Main Results:

  • QSCI methods exhibit inefficiencies in discovering new determinants due to repeated sampling of existing configurations.
  • These inefficiencies are exacerbated when pursuing high accuracy or sampling from approximate ansatze.
  • When sampling issues are absent, QSCI yields less compact CI expansions than classical methods, increasing computational cost.
  • A fundamental trade-off exists between determinant quantity and CI expansion compactness/accuracy in QSCI.

Conclusions:

  • QSCI methods face significant practical limitations in quantum chemistry applications.
  • The inherent inefficiencies and less compact expansions make QSCI less competitive than classical SCI heuristics.
  • Further development is needed to overcome these drawbacks for viable quantum chemistry computations.