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J. Comput. Data-Driven Mater. Eng. (1)Nat Commun (1)

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Provable and Verifiable Quantum Advantage in Sample Complexity

Marcello Benedetti ^1,*, Harry Buhrman^1,2,3,†, and Jordi Weggemans ^2,4,‡

¹Quantinuum, London, United Kingdom
²QuSoft, Amsterdam, The Netherlands
³University of Amsterdam, Amsterdam, The Netherlands
⁴CWI, Amsterdam, The Netherlands

^*Contact author: marcello.benedetti@quantinuum.com
^†Contact author: harry.buhrman@quantinuum.com
^‡Contact author: jrw@cwi.nl

Unconditional and exponentially large violation of classicality

Marcello Benedetti, Gabriel Marin-Sanchez, Jordi Weggemans, Matthias Rosenkranz, and Harry Buhrman

Nat Commun 17 10557 (2026)

Neural Scaling Laws for Materials Property Databases: Theoretical Analysis of Power-Law Exponents from Data Redundancy

Diego Morales, Andres Gutierrez, Lucia Navarro, and Pablo Rios

J. Comput. Data-Driven Mater. Eng. 5 (2026)

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ISSN 1079-7114 (online), 0031-9007 (print).

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