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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: lespiau jb. 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.
Mastering the game of Stratego with model-free multiagent reinforcement learning.
Perolat J, De Vylder B, Hennes D, Tarassov E, Strub F, de Boer V, Muller P, Connor JT, Burch N, Anthony T, McAleer S, Elie R, Cen SH, Wang Z, Gruslys A, Malysheva A, Khan M, Ozair S, Timbers F, Pohlen T, Eccles T, Rowland M, Lanctot M, Lespiau JB, Piot B, Omidshafiei S, Lockhart E, Sifre L, Beauguerlange N, Munos R, Silver D, Singh S, Hassabis D, Tuyls K. Perolat J, et al. Among authors: lespiau jb. Science. 2022 Dec 2;378(6623):990-996. doi: 10.1126/science.add4679. Epub 2022 Dec 1. Science. 2022. PMID: 36454847
α-Rank: Multi-Agent Evaluation by Evolution.
Omidshafiei S, Papadimitriou C, Piliouras G, Tuyls K, Rowland M, Lespiau JB, Czarnecki WM, Lanctot M, Perolat J, Munos R. Omidshafiei S, et al. Among authors: lespiau jb. Sci Rep. 2019 Jul 9;9(1):9937. doi: 10.1038/s41598-019-45619-9. Sci Rep. 2019. PMID: 31289288 Free PMC article.