Human-level performance in 3D multiplayer games with population-based reinforcement learning
Jaderberg, Max, Czarnecki, Wojciech M, Dunning, Iain, Marris, Luke, Lever, Guy, Castañeda, Antonio Garcia, Beattie, Charles, Rabinowitz, Neil C, Morcos, Ari S, Ruderman, Avraham, Sonnerat, Nicolas, Green, Tim, Deason, Louise, Leibo, Joel Z, Silver, David, Hassabis, Demis, Kavukcuoglu, Koray, Graepel, Thore
Published in Science (American Association for the Advancement of Science) (31.05.2019)
Published in Science (American Association for the Advancement of Science) (31.05.2019)
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Journal Article
Grandmaster level in StarCraft II using multi-agent reinforcement learning
Vinyals, Oriol, Babuschkin, Igor, Czarnecki, Wojciech M., Mathieu, Michaël, Dudzik, Andrew, Chung, Junyoung, Choi, David H., Powell, Richard, Ewalds, Timo, Georgiev, Petko, Oh, Junhyuk, Horgan, Dan, Kroiss, Manuel, Danihelka, Ivo, Huang, Aja, Sifre, Laurent, Cai, Trevor, Agapiou, John P., Jaderberg, Max, Vezhnevets, Alexander S., Leblond, Rémi, Pohlen, Tobias, Dalibard, Valentin, Budden, David, Sulsky, Yury, Molloy, James, Paine, Tom L., Gulcehre, Caglar, Wang, Ziyu, Pfaff, Tobias, Wu, Yuhuai, Ring, Roman, Yogatama, Dani, Wünsch, Dario, McKinney, Katrina, Smith, Oliver, Schaul, Tom, Lillicrap, Timothy, Kavukcuoglu, Koray, Hassabis, Demis, Apps, Chris, Silver, David
Published in Nature (London) (01.11.2019)
Published in Nature (London) (01.11.2019)
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Journal Article
α-Rank: Multi-Agent Evaluation by Evolution
Omidshafiei, Shayegan, Papadimitriou, Christos, Piliouras, Georgios, Tuyls, Karl, Rowland, Mark, Lespiau, Jean-Baptiste, Czarnecki, Wojciech M., Lanctot, Marc, Perolat, Julien, Munos, Remi
Published in Scientific reports (09.07.2019)
Published in Scientific reports (09.07.2019)
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Journal Article
Navigating the landscape of multiplayer games
Omidshafiei, Shayegan, Tuyls, Karl, Czarnecki, Wojciech M., Santos, Francisco C., Rowland, Mark, Connor, Jerome, Hennes, Daniel, Muller, Paul, Pérolat, Julien, Vylder, Bart De, Gruslys, Audrunas, Munos, Rémi
Published in Nature communications (05.11.2020)
Published in Nature communications (05.11.2020)
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Journal Article
Negotiating team formation using deep reinforcement learning
Bachrach, Yoram, Everett, Richard, Hughes, Edward, Lazaridou, Angeliki, Leibo, Joel Z., Lanctot, Marc, Johanson, Michael, Czarnecki, Wojciech M., Graepel, Thore
Published in Artificial intelligence (01.11.2020)
Published in Artificial intelligence (01.11.2020)
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Journal Article
Robust optimization of SVM hyperparameters in the classification of bioactive compounds
Czarnecki, Wojciech M, Podlewska, Sabina, Bojarski, Andrzej J
Published in Journal of cheminformatics (14.08.2015)
Published in Journal of cheminformatics (14.08.2015)
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Journal Article
Extremely Randomized Machine Learning Methods for Compound Activity Prediction
Czarnecki, Wojciech M, Podlewska, Sabina, Bojarski, Andrzej J
Published in Molecules (Basel, Switzerland) (09.11.2015)
Published in Molecules (Basel, Switzerland) (09.11.2015)
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Journal Article
Creating the New from the Old: Combinatorial Libraries Generation with Machine-Learning-Based Compound Structure Optimization
Podlewska, Sabina, Czarnecki, Wojciech M, Kafel, Rafał, Bojarski, Andrzej J
Published in Journal of chemical information and modeling (27.02.2017)
Published in Journal of chemical information and modeling (27.02.2017)
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Journal Article
Substructural Connectivity Fingerprint and Extreme Entropy Machines-A New Method of Compound Representation and Analysis
Rataj, Krzysztof, Czarnecki, Wojciech, Podlewska, Sabina, Pocha, Agnieszka, Bojarski, Andrzej J
Published in Molecules (Basel, Switzerland) (23.05.2018)
Published in Molecules (Basel, Switzerland) (23.05.2018)
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Journal Article
Quo vadis G protein-coupled receptor ligands? A tool for analysis of the emergence of new groups of compounds over time
Leśniak, Damian, Jastrzębski, Stanisław, Podlewska, Sabina, Czarnecki, Wojciech M., Bojarski, Andrzej J.
Published in Bioorganic & medicinal chemistry letters (01.02.2017)
Published in Bioorganic & medicinal chemistry letters (01.02.2017)
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Journal Article
Extreme entropy machines: robust information theoretic classification
Czarnecki, Wojciech Marian, Tabor, Jacek
Published in Pattern analysis and applications : PAA (01.05.2017)
Published in Pattern analysis and applications : PAA (01.05.2017)
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Journal Article