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Mastering the game of Go with deep neural networks and tree search.
Silver D, Huang A, Maddison CJ, Guez A, Sifre L, van den Driessche G, Schrittwieser J, Antonoglou I, Panneershelvam V, Lanctot M, Dieleman S, Grewe D, Nham J, Kalchbrenner N, Sutskever I, Lillicrap T, Leach M, Kavukcuoglu K, Graepel T, Hassabis D. Silver D, et al. Nature. 2016 Jan 28;529(7587):484-9. doi: 10.1038/nature16961. Nature. 2016. PMID: 26819042
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: silver d. Nature. 2015 Feb 26;518(7540):529-33. doi: 10.1038/nature14236. Nature. 2015. PMID: 25719670
Mastering the game of Go without human knowledge.
Silver D, Schrittwieser J, Simonyan K, Antonoglou I, Huang A, Guez A, Hubert T, Baker L, Lai M, Bolton A, Chen Y, Lillicrap T, Hui F, Sifre L, van den Driessche G, Graepel T, Hassabis D. Silver D, et al. Nature. 2017 Oct 18;550(7676):354-359. doi: 10.1038/nature24270. Nature. 2017. PMID: 29052630
Human-level performance in 3D multiplayer games with population-based reinforcement learning.
Jaderberg M, Czarnecki WM, Dunning I, Marris L, Lever G, Castañeda AG, Beattie C, Rabinowitz NC, Morcos AS, Ruderman A, Sonnerat N, Green T, Deason L, Leibo JZ, Silver D, Hassabis D, Kavukcuoglu K, Graepel T. Jaderberg M, et al. Among authors: silver d. Science. 2019 May 31;364(6443):859-865. doi: 10.1126/science.aau6249. Science. 2019. PMID: 31147514
Protein structure prediction using multiple deep neural networks in the 13th Critical Assessment of Protein Structure Prediction (CASP13).
Senior AW, Evans R, Jumper J, Kirkpatrick J, Sifre L, Green T, Qin C, Žídek A, Nelson AWR, Bridgland A, Penedones H, Petersen S, Simonyan K, Crossan S, Kohli P, Jones DT, Silver D, Kavukcuoglu K, Hassabis D. Senior AW, et al. Among authors: silver d. Proteins. 2019 Dec;87(12):1141-1148. doi: 10.1002/prot.25834. Proteins. 2019. PMID: 31602685 Free PMC article.
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: silver d. Nature. 2019 Nov;575(7782):350-354. doi: 10.1038/s41586-019-1724-z. Epub 2019 Oct 30. Nature. 2019. PMID: 31666705
Improved protein structure prediction using potentials from deep learning.
Senior AW, Evans R, Jumper J, Kirkpatrick J, Sifre L, Green T, Qin C, Žídek A, Nelson AWR, Bridgland A, Penedones H, Petersen S, Simonyan K, Crossan S, Kohli P, Jones DT, Silver D, Kavukcuoglu K, Hassabis D. Senior AW, et al. Among authors: silver d. Nature. 2020 Jan;577(7792):706-710. doi: 10.1038/s41586-019-1923-7. Epub 2020 Jan 15. Nature. 2020. PMID: 31942072
Mastering Atari, Go, chess and shogi by planning with a learned model.
Schrittwieser J, Antonoglou I, Hubert T, Simonyan K, Sifre L, Schmitt S, Guez A, Lockhart E, Hassabis D, Graepel T, Lillicrap T, Silver D. Schrittwieser J, et al. Among authors: silver d. Nature. 2020 Dec;588(7839):604-609. doi: 10.1038/s41586-020-03051-4. Epub 2020 Dec 23. Nature. 2020. PMID: 33361790
Highly accurate protein structure prediction with AlphaFold.
Jumper J, Evans R, Pritzel A, Green T, Figurnov M, Ronneberger O, Tunyasuvunakool K, Bates R, Žídek A, Potapenko A, Bridgland A, Meyer C, Kohl SAA, Ballard AJ, Cowie A, Romera-Paredes B, Nikolov S, Jain R, Adler J, Back T, Petersen S, Reiman D, Clancy E, Zielinski M, Steinegger M, Pacholska M, Berghammer T, Bodenstein S, Silver D, Vinyals O, Senior AW, Kavukcuoglu K, Kohli P, Hassabis D. Jumper J, et al. Among authors: silver d. Nature. 2021 Aug;596(7873):583-589. doi: 10.1038/s41586-021-03819-2. Epub 2021 Jul 15. Nature. 2021. PMID: 34265844 Free PMC article.
825 results