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Grandmaster level in StarCraft II using multi-agent reinforcement learning.
Vinyals O, Babuschkin I, Czarnecki WM, Mathieu M, Dudzik A, Chung J, Choi DH, Powell R, Ewalds T, Georgiev P, Oh J, Horgan D, Kroiss M, Danihelka I, Huang A, Sifre L, Cai T, Agapiou JP, Jaderberg M, Vezhnevets AS, Leblond R, Pohlen T, Dalibard V, Budden D, Sulsky Y, Molloy J, Paine TL, Gulcehre C, Wang Z, Pfaff T, Wu Y, Ring R, Yogatama D, Wünsch D, McKinney K, Smith O, Schaul T, Lillicrap T, Kavukcuoglu K, Hassabis D, Apps C, Silver D. Vinyals O, et al. Among authors: agapiou jp. Nature. 2019 Nov;575(7782):350-354. doi: 10.1038/s41586-019-1724-z. Epub 2019 Oct 30. Nature. 2019. PMID: 31666705
Hybrid computing using a neural network with dynamic external memory.
Graves A, Wayne G, Reynolds M, Harley T, Danihelka I, Grabska-Barwińska A, Colmenarejo SG, Grefenstette E, Ramalho T, Agapiou J, Badia AP, Hermann KM, Zwols Y, Ostrovski G, Cain A, King H, Summerfield C, Blunsom P, Kavukcuoglu K, Hassabis D. Graves A, et al. Nature. 2016 Oct 27;538(7626):471-476. doi: 10.1038/nature20101. Epub 2016 Oct 12. Nature. 2016. PMID: 27732574
Learning agents that acquire representations of social groups.
Leibo JZ, Vezhnevets AS, Eckstein MK, Agapiou JP, Duéñez-Guzmán EA. Leibo JZ, et al. Among authors: agapiou jp. Behav Brain Sci. 2022 Jul 7;45:e111. doi: 10.1017/S0140525X21001357. Behav Brain Sci. 2022. PMID: 35796369