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#artificial intelligence Preprint Oct 2026

Discovering state-of-the-art quantum circuits with large language models

Significant efforts are currently being directed toward the implementation of large-scale quantum information processors, but realizing useful quantum advantage also requires the development of efficient quantum algorithms. While for many practical problems the dominant resource costs are associated with a small set of...

An-Di Gu, Alek H. Kemeny, S. Yelin et al. · 0 citations
Preprint Sep 2026

Cycle Codes and Decoded Quantum Interferometry

Decoded Quantum Interferometry (DQI) reduces optimization problems with two-variable constraints to decoding cycle codes. For one such problem, namely MaxCut, prior work showed that DQI achieves a nontrivial satisfaction fraction guarantee only on linear-girth graphs, for which MaxCut is classically easy. However, thes...

Anuj Apte, Shouvanik Chakrabarti, An-Di Gu et al. · 0 citations

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