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Wojciech Marian Czarnecki
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Bio
Machine Learning Scientist for more than 10 years, an enthusiast of AI, excited to see the good it can bring to the world.
Through last years mostly focusing mainly on an emerging field of Multi Agent Deep Reinforcement Learning (MADRL), working on such projects as Capture the Flag (agents learning to coordinate and cooperate with both agents and humans) and AlphaStar (first agent to ever reach a grand master level in a competitively played game). I am working both on theoretical models, as well as practical instantiations of using multi-agent systems as a path towards achieving AGI.
Through last years mostly focusing mainly on an emerging field of Multi Agent Deep Reinforcement Learning (MADRL), working on such projects as Capture the Flag (agents learning to coordinate and cooperate with both agents and humans) and AlphaStar (first agent to ever reach a grand master level in a competitively played game). I am working both on theoretical models, as well as practical instantiations of using multi-agent systems as a path towards achieving AGI.
Papers68 papers
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David Balduzzi,Wojciech M. Czarnecki, Edward Hughes,Joel Leibo,Ian Gemp, Tom Anthony,Georgios Piliouras,Thore Graepel
international conference on learning representations, (2020)
Dhruva Tirumala, Alexandre Galashov,Hyeonwoo Noh, Leonard Hasenclever,Razvan Pascanu, Jonathan Schwarz,Guillaume Desjardins,Wojciech Marian Czarnecki,Arun Ahuja,Yee Whye Teh,Nicolas Heess
Yoram Bachrach, Richard Everett,Edward Hughes, Angeliki Lazaridou, Joel Z. Leibo, Marc Lanctot, Michael Johanson,Wojciech M. Czarnecki, Thore Graepel
Artif. Intell., (2020): 103356
Shayegan Omidshafiei,Karl Tuyls,Wojciech M Czarnecki,Francisco C Santos,Mark Rowland, Jerome Connor,Daniel Hennes, Paul Muller,Julien Pérolat,Bart De Vylder, Audrunas Gruslys,Rémi Munos
Nature communications, no. 1 (2020): 5603-5603
NIPS 2020, (2020)
Siddhant M. Jayakumar, Jacob Menick,Wojciech M. Czarnecki, Jonathan Schwarz, Jack Rae,Simon Osindero,Yee Whye Teh, Tim Harley,Razvan Pascanu
ICLR, (2020)
NIPS 2020, (2020)
Omidshafiei Shayegan,Tuyls Karl,Czarnecki Wojciech M., Santos Francisco C.,Rowland Mark, Connor Jerome,Hennes Daniel, Muller Paul,Perolat Julien,De Vylder Bart, Gruslys Audrunas,Munos Remi
Wojciech Marian Czarnecki,Razvan Pascanu,Simon Osindero, Siddhant M. Jayakumar,Grzegorz Swirszcz,Max Jaderberg
CoRR, (2019): 1331-1340
AAAI, (2019)
Oriol Vinyals, Igor Babuschkin,Wojciech M Czarnecki,Michaël Mathieu, Andrew Dudzik, Junyoung Chung, David H Choi, Richard Powell, Timo Ewalds, Petko Georgiev,Junhyuk Oh, Dan Horgan
Nature, pp.1-5, (2019)
Jane X. Wang, Edward Hughes,Chrisantha Fernando,Wojciech M. Czarnecki, Edgar A. Duenez-Guzman,Joel Z. Leibo
AAMAS '19: PROCEEDINGS OF THE 18TH INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS AND MULTIAGENT SYST..., pp.683-692, (2019)
Alexandre Galashov, Siddhant M. Jayakumar, Leonard Hasenclever, Dhruva Tirumala, Jonathan Schwarz,Guillaume Desjardins,Wojciech M. Czarnecki,Yee Whye Teh,Razvan Pascanu,Nicolas Heess
ICLR, (2019)
Max Jaderberg,Wojciech M Czarnecki,Iain Dunning, Luke Marris,Guy Lever, Antonio Garcia Castañeda,Charles Beattie,Neil C Rabinowitz,Ari S Morcos,Avraham Ruderman, Nicolas Sonnerat, Tim Green
Science (New York, N.Y.), no. 6443 (2019): 859-865
arXiv: Artificial Intelligence, (2019)
Bibtex
International Conference on Machine Learning, (2019): 434-443
Shayegan Omidshafiei,Christos Papadimitriou,Georgios Piliouras,Karl Tuyls,Mark Rowland, Jean-Baptiste Lespiau,Wojciech M. Czarnecki,Marc Lanctot,Julien Pérolat, Rémi Munos
Scientific reports, no. 1 (2019): 9937
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