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Page 1
Prediction Errors of Molecular Machine Learning Models Lower than Hybrid DFT Error.
Faber FA, Hutchison L, Huang B, Gilmer J, Schoenholz SS, Dahl GE, Vinyals O, Kearnes S, Riley PF, von Lilienfeld OA. Faber FA, et al. Among authors: vinyals o. J Chem Theory Comput. 2017 Nov 14;13(11):5255-5264. doi: 10.1021/acs.jctc.7b00577. Epub 2017 Oct 10. J Chem Theory Comput. 2017. PMID: 28926232
Learning skillful medium-range global weather forecasting.
Lam R, Sanchez-Gonzalez A, Willson M, Wirnsberger P, Fortunato M, Alet F, Ravuri S, Ewalds T, Eaton-Rosen Z, Hu W, Merose A, Hoyer S, Holland G, Vinyals O, Stott J, Pritzel A, Mohamed S, Battaglia P. Lam R, et al. Among authors: vinyals o. Science. 2023 Dec 22;382(6677):1416-1421. doi: 10.1126/science.adi2336. Epub 2023 Nov 14. Science. 2023. PMID: 37962497
Neural scene representation and rendering.
Eslami SMA, Jimenez Rezende D, Besse F, Viola F, Morcos AS, Garnelo M, Ruderman A, Rusu AA, Danihelka I, Gregor K, Reichert DP, Buesing L, Weber T, Vinyals O, Rosenbaum D, Rabinowitz N, King H, Hillier C, Botvinick M, Wierstra D, Kavukcuoglu K, Hassabis D. Eslami SMA, et al. Among authors: vinyals o. Science. 2018 Jun 15;360(6394):1204-1210. doi: 10.1126/science.aar6170. Science. 2018. PMID: 29903970
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. Nature. 2019 Nov;575(7782):350-354. doi: 10.1038/s41586-019-1724-z. Epub 2019 Oct 30. Nature. 2019. PMID: 31666705
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: vinyals o. 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.
Applying and improving AlphaFold at CASP14.
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, Silver D, Vinyals O, Senior AW, Kavukcuoglu K, Kohli P, Hassabis D. Jumper J, et al. Among authors: vinyals o. Proteins. 2021 Dec;89(12):1711-1721. doi: 10.1002/prot.26257. Proteins. 2021. PMID: 34599769 Free PMC article.
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: vinyals o. 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.
Deep Audio-Visual Speech Recognition.
Afouras T, Chung JS, Senior A, Vinyals O, Zisserman A. Afouras T, et al. Among authors: vinyals o. IEEE Trans Pattern Anal Mach Intell. 2022 Dec;44(12):8717-8727. doi: 10.1109/TPAMI.2018.2889052. Epub 2022 Nov 7. IEEE Trans Pattern Anal Mach Intell. 2022. PMID: 30582526
Competition-level code generation with AlphaCode.
Li Y, Choi D, Chung J, Kushman N, Schrittwieser J, Leblond R, Eccles T, Keeling J, Gimeno F, Dal Lago A, Hubert T, Choy P, de Masson d'Autume C, Babuschkin I, Chen X, Huang PS, Welbl J, Gowal S, Cherepanov A, Molloy J, Mankowitz DJ, Sutherland Robson E, Kohli P, de Freitas N, Kavukcuoglu K, Vinyals O. Li Y, et al. Among authors: vinyals o. Science. 2022 Dec 9;378(6624):1092-1097. doi: 10.1126/science.abq1158. Epub 2022 Dec 8. Science. 2022. PMID: 36480631