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This research proposes a framework to achieve robust quantum speedups in correlated electronic structure calculations, specifically targeting the regime where classical heuristics currently dominate. By eliminating the need for significant fine-tuning to find problems that defeat classical methods, this work aims to make practical quantum advantage more accessible for real-world dynamics simulations. The approach represents a significant step toward demonstrating utility in chemistry and materials science without relying on narrow problem instances.
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Framework for robust quantum speedups in practical correlated electronic structure and dynamics

arXiv1 min read

arXiv:2508.15765v2 Announce Type: replace Abstract: Proposed quantum advantage in electronic structure has so far required significant fine-tuning to find problems where classical heuristics fail. We describe how to obtain robust quantum speedups for correlated electronic structure and dynamics precisely in the regime where widely used classical heuristics are most successful.

Abstract:Proposed quantum advantage in electronic structure has so far required significant fine-tuning to find problems where classical heuristics fail. We describe how to obtain robust quantum speedups for correlated electronic structure and dynamics precisely in the regime where widely used classical heuristics are most successful.

arXiv:2508.15765 [quant-ph]

(or arXiv:2508.15765v2 [quant-ph] for this version)

https://doi.org/10.48550/arXiv.2508.15765 Focus to learn more arXiv-issued DOI via DataCite

Phys. Rev. Lett. 137, 130601 (2026)

https://doi.org/10.1103/v2ms-wmz1 Focus to learn more DOI(s) linking to related resources

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Full text under the publisher's open licence · 150 words

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