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The emergence of division of labor through decentralized social sanctioning


Aug 12, 2022
Anil Yaman, Joel Z. Leibo, Giovanni Iacca, Sang Wan Lee


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Emergent Bartering Behaviour in Multi-Agent Reinforcement Learning


May 13, 2022
Michael Bradley Johanson, Edward Hughes, Finbarr Timbers, Joel Z. Leibo


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Hidden Agenda: a Social Deduction Game with Diverse Learned Equilibria


Jan 05, 2022
Kavya Kopparapu, Edgar A. Duéñez-Guzmán, Jayd Matyas, Alexander Sasha Vezhnevets, John P. Agapiou, Kevin R. McKee, Richard Everett, Janusz Marecki, Joel Z. Leibo, Thore Graepel


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Statistical discrimination in learning agents


Oct 21, 2021
Edgar A. Duéñez-Guzmán, Kevin R. McKee, Yiran Mao, Ben Coppin, Silvia Chiappa, Alexander Sasha Vezhnevets, Michiel A. Bakker, Yoram Bachrach, Suzanne Sadedin, William Isaac, Karl Tuyls, Joel Z. Leibo

* 29 pages, 10 figures 

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Scalable Evaluation of Multi-Agent Reinforcement Learning with Melting Pot


Jul 14, 2021
Joel Z. Leibo, Edgar Duéñez-Guzmán, Alexander Sasha Vezhnevets, John P. Agapiou, Peter Sunehag, Raphael Koster, Jayd Matyas, Charles Beattie, Igor Mordatch, Thore Graepel

* In International Conference on Machine Learning 2021 (pp. 6187-6199). PMLR 
* Accepted to ICML 2021 and presented as a long talk; 33 pages; 9 figures 

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Meta-control of social learning strategies


Jun 18, 2021
Anil Yaman, Nicolas Bredeche, Onur Çaylak, Joel Z. Leibo, Sang Wan Lee


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Deep reinforcement learning models the emergent dynamics of human cooperation


Mar 08, 2021
Kevin R. McKee, Edward Hughes, Tina O. Zhu, Martin J. Chadwick, Raphael Koster, Antonio Garcia Castaneda, Charlie Beattie, Thore Graepel, Matt Botvinick, Joel Z. Leibo


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Quantifying environment and population diversity in multi-agent reinforcement learning


Feb 16, 2021
Kevin R. McKee, Joel Z. Leibo, Charlie Beattie, Richard Everett


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Modelling Cooperation in Network Games with Spatio-Temporal Complexity


Feb 13, 2021
Michiel A. Bakker, Richard Everett, Laura Weidinger, Iason Gabriel, William S. Isaac, Joel Z. Leibo, Edward Hughes

* AAMAS 2021 

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Open Problems in Cooperative AI


Dec 15, 2020
Allan Dafoe, Edward Hughes, Yoram Bachrach, Tantum Collins, Kevin R. McKee, Joel Z. Leibo, Kate Larson, Thore Graepel


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