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Theory of overparametrization in quantum neural networks.
Larocca M, Ju N, García-Martín D, Coles PJ, Cerezo M. Larocca M, et al. Among authors: coles pj. Nat Comput Sci. 2023 Jun;3(6):542-551. doi: 10.1038/s43588-023-00467-6. Epub 2023 Jun 26. Nat Comput Sci. 2023. PMID: 38177434
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: coles pj. Nat Commun. 2023 Jul 5;14(1):3751. doi: 10.1038/s41467-023-39381-w. Nat Commun. 2023. PMID: 37407571 Free PMC article.
Inference-Based Quantum Sensing.
Huerta Alderete C, Gordon MH, Sauvage F, Sone A, Sornborger AT, Coles PJ, Cerezo M. Huerta Alderete C, et al. Among authors: coles pj. Phys Rev Lett. 2022 Nov 4;129(19):190501. doi: 10.1103/PhysRevLett.129.190501. Phys Rev Lett. 2022. PMID: 36399750
Antibiotic review kit for hospitals (ARK-Hospital): a stepped-wedge cluster-randomised controlled trial.
Llewelyn MJ, Budgell EP, Laskawiec-Szkonter M, Cross ELA, Alexander R, Bond S, Coles P, Conlon-Bingham G, Dymond S, Evans M, Fok R, Frost KJ, Garcia-Arias V, Glass S, Gormley C, Gray K, Hamson C, Harvey D, Hills T, Iyer S, Johnson A, Jones N, Kang P, Kiapi G, Mack D, Makanga C, Mawer D, McCullagh B, Mirfenderesky M, McEwen R, Nag S, Nagar A, Northfield J, O'Driscoll J, Pegden A, Porter R, Powell N, Price D, Sheridan E, Slatter M, Stewart B, Watson C, Weichert I, Sivyer K, Wordsworth S, Quaddy J, Santillo M, Krusche A, Roope LSJ, Mowbray F, Hand KS, Dobson M, Crook DW, Vaughan L, Hopkins S, Yardley L, Peto TEA, Walker AS. Llewelyn MJ, et al. Among authors: coles p. Lancet Infect Dis. 2023 Feb;23(2):207-221. doi: 10.1016/S1473-3099(22)00508-4. Epub 2022 Oct 4. Lancet Infect Dis. 2023. PMID: 36206793 Free article. Clinical Trial.
Challenges and opportunities in quantum machine learning.
Cerezo M, Verdon G, Huang HY, Cincio L, Coles PJ. Cerezo M, et al. Among authors: coles pj. 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.
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: coles pj. Nat Commun. 2022 Aug 22;13(1):4919. doi: 10.1038/s41467-022-32550-3. Nat Commun. 2022. PMID: 35995777 Free PMC article.
146 results