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Experimental quantum speed-up in reinforcement learning agents.
Saggio V, Asenbeck BE, Hamann A, Strömberg T, Schiansky P, Dunjko V, Friis N, Harris NC, Hochberg M, Englund D, Wölk S, Briegel HJ, Walther P. Saggio V, et al. Among authors: dunjko v. Nature. 2021 Mar;591(7849):229-233. doi: 10.1038/s41586-021-03242-7. Epub 2021 Mar 10. Nature. 2021. PMID: 33692560 Free PMC article.
Quantum-Enhanced Machine Learning.
Dunjko V, Taylor JM, Briegel HJ. Dunjko V, et al. Phys Rev Lett. 2016 Sep 23;117(13):130501. doi: 10.1103/PhysRevLett.117.130501. Epub 2016 Sep 20. Phys Rev Lett. 2016. PMID: 27715099
Projective simulation with generalization.
Melnikov AA, Makmal A, Dunjko V, Briegel HJ. Melnikov AA, et al. Among authors: dunjko v. Sci Rep. 2017 Oct 31;7(1):14430. doi: 10.1038/s41598-017-14740-y. Sci Rep. 2017. PMID: 29089575 Free PMC article.
Active learning machine learns to create new quantum experiments.
Melnikov AA, Poulsen Nautrup H, Krenn M, Dunjko V, Tiersch M, Zeilinger A, Briegel HJ. Melnikov AA, et al. Among authors: dunjko v. Proc Natl Acad Sci U S A. 2018 Feb 6;115(6):1221-1226. doi: 10.1073/pnas.1714936115. Epub 2018 Jan 18. Proc Natl Acad Sci U S A. 2018. PMID: 29348200 Free PMC article.
Long-Range Big Quantum-Data Transmission.
Zwerger M, Pirker A, Dunjko V, Briegel HJ, Dür W. Zwerger M, et al. Among authors: dunjko v. Phys Rev Lett. 2018 Jan 19;120(3):030503. doi: 10.1103/PhysRevLett.120.030503. Phys Rev Lett. 2018. PMID: 29400529 Free article.
Quantum machine learning beyond kernel methods.
Jerbi S, Fiderer LJ, Poulsen Nautrup H, Kübler JM, Briegel HJ, Dunjko V. Jerbi S, et al. Among authors: dunjko v. Nat Commun. 2023 Jan 31;14(1):517. doi: 10.1038/s41467-023-36159-y. Nat Commun. 2023. PMID: 36720861 Free PMC article.
28 results