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Magnetic control of tokamak plasmas through deep reinforcement learning.
Degrave J, Felici F, Buchli J, Neunert M, Tracey B, Carpanese F, Ewalds T, Hafner R, Abdolmaleki A, de Las Casas D, Donner C, Fritz L, Galperti C, Huber A, Keeling J, Tsimpoukelli M, Kay J, Merle A, Moret JM, Noury S, Pesamosca F, Pfau D, Sauter O, Sommariva C, Coda S, Duval B, Fasoli A, Kohli P, Kavukcuoglu K, Hassabis D, Riedmiller M. Degrave J, et al. Among authors: riedmiller m. Nature. 2022 Feb;602(7897):414-419. doi: 10.1038/s41586-021-04301-9. Epub 2022 Feb 16. Nature. 2022. PMID: 35173339 Free PMC article.
Human-level control through deep reinforcement learning.
Mnih V, Kavukcuoglu K, Silver D, Rusu AA, Veness J, Bellemare MG, Graves A, Riedmiller M, Fidjeland AK, Ostrovski G, Petersen S, Beattie C, Sadik A, Antonoglou I, King H, Kumaran D, Wierstra D, Legg S, Hassabis D. Mnih V, et al. Among authors: riedmiller m. Nature. 2015 Feb 26;518(7540):529-33. doi: 10.1038/nature14236. Nature. 2015. PMID: 25719670
Faster sorting algorithms discovered using deep reinforcement learning.
Mankowitz DJ, Michi A, Zhernov A, Gelmi M, Selvi M, Paduraru C, Leurent E, Iqbal S, Lespiau JB, Ahern A, Köppe T, Millikin K, Gaffney S, Elster S, Broshear J, Gamble C, Milan K, Tung R, Hwang M, Cemgil T, Barekatain M, Li Y, Mandhane A, Hubert T, Schrittwieser J, Hassabis D, Kohli P, Riedmiller M, Vinyals O, Silver D. Mankowitz DJ, et al. Among authors: riedmiller m. Nature. 2023 Jun;618(7964):257-263. doi: 10.1038/s41586-023-06004-9. Epub 2023 Jun 7. Nature. 2023. PMID: 37286649 Free PMC article.
Autonomous Optimization of Targeted Stimulation of Neuronal Networks.
Kumar SS, Wülfing J, Okujeni S, Boedecker J, Riedmiller M, Egert U. Kumar SS, et al. Among authors: riedmiller m. PLoS Comput Biol. 2016 Aug 10;12(8):e1005054. doi: 10.1371/journal.pcbi.1005054. eCollection 2016 Aug. PLoS Comput Biol. 2016. PMID: 27509295 Free PMC article.