Variational benchmarks for quantum many-body problems

The continued development of computational approaches to many-body ground-state problems in physics and chemistry calls for a consistent way to assess its overall progress. In this work, we introduce a metric of variational accuracy, the V-score, obtained from the variational energy and its variance. We provide an extensive curated dataset of variational calculations of many-body quantum systems, identifying cases where state-of-the-art numerical approaches show limited accuracy and future algorithms or computational platforms, such as quantum computing, could provide improved accuracy. The V-score can be used as a metric to assess the progress of quantum variational methods toward a quantum advantage for ground-state problems, especially in regimes where classical verifiability is impossible.

Publication Details

Journal
Zurich Open Repository and Archive (University of Zurich)
Published
2024-10-18
DOI
https://doi.org/10.5167/uzh-264770
Primary Topic
Radiation Therapy and Dosimetry
Type
article
Field-Weighted Citation Impact
0.00
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article

Variational benchmarks for quantum many-body problems

Zurich Open Repository and Archive (University of Zurich)
Radiation Therapy and Dosimetry
article

Variational benchmarks for quantum many-body problems

article en

Abstract

The continued development of computational approaches to many-body ground-state problems in physics and chemistry calls for a consistent way to assess its overall progress. In this work, we introduce a metric of variational accuracy, the V-score, obtained from the variational energy and its variance. We provide an extensive curated dataset of variational calculations of many-body quantum systems, identifying cases where state-of-the-art numerical approaches show limited accuracy and future algorithms or computational platforms, such as quantum computing, could provide improved accuracy. The V-score can be used as a metric to assess the progress of quantum variational methods toward a quantum advantage for ground-state problems, especially in regimes where classical verifiability is impossible.

Zurich Open Repository and Archive (University of Zurich)
Affordable and clean energy
Openalex Percentile: Top 48%
Radiation Therapy and Dosimetry
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