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Pareto Actor-Critic for Equilibrium Selection in Multi-Agent Reinforcement Learning


Sep 28, 2022
Filippos Christianos, Georgios Papoudakis, Stefano V. Albrecht

* 10 pages, 14 figures 

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Deep Reinforcement Learning for Multi-Agent Interaction


Aug 02, 2022
Ibrahim H. Ahmed, Cillian Brewitt, Ignacio Carlucho, Filippos Christianos, Mhairi Dunion, Elliot Fosong, Samuel Garcin, Shangmin Guo, Balint Gyevnar, Trevor McInroe, Georgios Papoudakis, Arrasy Rahman, Lukas Schäfer, Massimiliano Tamborski, Giuseppe Vecchio, Cheng Wang, Stefano V. Albrecht

* Published in AI Communications Special Issue on Multi-Agent Systems Research in the UK 

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Scaling Multi-Agent Reinforcement Learning with Selective Parameter Sharing


Feb 15, 2021
Filippos Christianos, Georgios Papoudakis, Arrasy Rahman, Stefano V. Albrecht


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Opponent Modelling with Local Information Variational Autoencoders


Jun 16, 2020
Georgios Papoudakis, Filippos Christianos, Stefano V. Albrecht


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Comparative Evaluation of Multi-Agent Deep Reinforcement Learning Algorithms


Jun 14, 2020
Georgios Papoudakis, Filippos Christianos, Lukas Schäfer, Stefano V. Albrecht


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Variational Autoencoders for Opponent Modeling in Multi-Agent Systems


Jan 29, 2020
Georgios Papoudakis, Stefano V. Albrecht

* AAAI-20 Workshop on Reinforcement Learning in Games 

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Dealing with Non-Stationarity in Multi-Agent Deep Reinforcement Learning


Jun 11, 2019
Georgios Papoudakis, Filippos Christianos, Arrasy Rahman, Stefano V. Albrecht


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Deep Reinforcement Learning for Doom using Unsupervised Auxiliary Tasks


Jul 05, 2018
Georgios Papoudakis, Kyriakos C. Chatzidimitriou, Pericles A. Mitkas

* 4 pages, 3 figures, 3 tables 

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