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The complexity of NISQ.
Chen S, Cotler J, Huang HY, Li J. Chen S, et al. Among authors: huang hy. Nat Commun. 2023 Sep 26;14(1):6001. doi: 10.1038/s41467-023-41217-6. Nat Commun. 2023. PMID: 37752125 Free PMC article.
Power of data in quantum machine learning.
Huang HY, Broughton M, Mohseni M, Babbush R, Boixo S, Neven H, McClean JR. Huang HY, et al. Nat Commun. 2021 May 11;12(1):2631. doi: 10.1038/s41467-021-22539-9. Nat Commun. 2021. PMID: 33976136 Free PMC article.
Quantum advantage in learning from experiments.
Huang HY, Broughton M, Cotler J, Chen S, Li J, Mohseni M, Neven H, Babbush R, Kueng R, Preskill J, McClean JR. Huang HY, et al. Science. 2022 Jun 10;376(6598):1182-1186. doi: 10.1126/science.abn7293. Epub 2022 Jun 9. Science. 2022. PMID: 35679419
Generalization in quantum machine learning from few training data.
Caro MC, Huang HY, Cerezo M, Sharma K, Sornborger A, Cincio L, Coles PJ. Caro MC, et al. Among authors: huang hy. Nat Commun. 2022 Aug 22;13(1):4919. doi: 10.1038/s41467-022-32550-3. Nat Commun. 2022. PMID: 35995777 Free PMC article.
Preparing random states and benchmarking with many-body quantum chaos.
Choi J, Shaw AL, Madjarov IS, Xie X, Finkelstein R, Covey JP, Cotler JS, Mark DK, Huang HY, Kale A, Pichler H, Brandão FGSL, Choi S, Endres M. Choi J, et al. Among authors: huang hy. Nature. 2023 Jan;613(7944):468-473. doi: 10.1038/s41586-022-05442-1. Epub 2023 Jan 18. Nature. 2023. PMID: 36653567
Out-of-distribution generalization for learning quantum dynamics.
Caro MC, Huang HY, Ezzell N, Gibbs J, Sornborger AT, Cincio L, Coles PJ, Holmes Z. Caro MC, et al. Among authors: huang hy. Nat Commun. 2023 Jul 5;14(1):3751. doi: 10.1038/s41467-023-39381-w. Nat Commun. 2023. PMID: 37407571 Free PMC article.
Publisher Correction: The complexity of NISQ.
Chen S, Cotler J, Huang HY, Li J. Chen S, et al. Among authors: huang hy. Nat Commun. 2024 Feb 12;15(1):1308. doi: 10.1038/s41467-024-45799-7. Nat Commun. 2024. PMID: 38346999 Free PMC article. No abstract available.
Challenges and opportunities in quantum machine learning.
Cerezo M, Verdon G, Huang HY, Cincio L, Coles PJ. Cerezo M, et al. Among authors: huang hy. Nat Comput Sci. 2022 Sep;2(9):567-576. doi: 10.1038/s43588-022-00311-3. Epub 2022 Sep 15. Nat Comput Sci. 2022. PMID: 38177473 Review.
2,015 results