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Items: 8

1.

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.

Nature. 2019 Oct 30. doi: 10.1038/s41586-019-1724-z. [Epub ahead of print]

PMID:
31666705
2.

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.

Sci Rep. 2019 Jul 9;9(1):9937. doi: 10.1038/s41598-019-45619-9.

3.

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.

Science. 2019 May 31;364(6443):859-865. doi: 10.1126/science.aau6249.

PMID:
31147514
4.

Creating the New from the Old: Combinatorial Libraries Generation with Machine-Learning-Based Compound Structure Optimization.

Podlewska S, Czarnecki WM, Kafel R, Bojarski AJ.

J Chem Inf Model. 2017 Feb 27;57(2):133-147. doi: 10.1021/acs.jcim.6b00426. Epub 2017 Feb 15.

PMID:
28158942
5.

Quo vadis G protein-coupled receptor ligands? A tool for analysis of the emergence of new groups of compounds over time.

Leśniak D, Jastrzębski S, Podlewska S, Czarnecki WM, Bojarski AJ.

Bioorg Med Chem Lett. 2017 Feb 1;27(3):626-631. doi: 10.1016/j.bmcl.2016.12.001. Epub 2016 Dec 2.

PMID:
27993519
6.

Extremely Randomized Machine Learning Methods for Compound Activity Prediction.

Czarnecki WM, Podlewska S, Bojarski AJ.

Molecules. 2015 Nov 9;20(11):20107-17. doi: 10.3390/molecules201119679.

7.

Robust optimization of SVM hyperparameters in the classification of bioactive compounds.

Czarnecki WM, Podlewska S, Bojarski AJ.

J Cheminform. 2015 Aug 14;7:38. doi: 10.1186/s13321-015-0088-0. eCollection 2015.

8.

Exploiting uncertainty measures in compounds activity prediction using support vector machines.

Smusz S, Czarnecki WM, Warszycki D, Bojarski AJ.

Bioorg Med Chem Lett. 2015 Jan 1;25(1):100-5. Epub 2014 Nov 7.

PMID:
25466199

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