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Multi-agent Reinforcement Learning (MARL) problems often require cooperation among agents in order to solve a task.
Multiagent Planning with Factored MDPs
Guestrin, C.; Koller, D.; and Parr, R. 2002 · 1941
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Decentralized POMDPs , 471–503
Oliehoek, F. A. 2012 · 2012
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Counterfactual Multi-Agent Policy Gradients
Foerster, J.; Farquhar, G.; Afouras, T.; Nardelli, N.; and Whiteson, S. 2017 · 2017
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Semi-Supervised Classification with Graph Convolutional Networks
Kipf, T. N.; and Welling, M. 2017 · 2017
Earlier work this paper cites.
Proximal Policy Optimization Algorithms
Schulman, J.; Wolski, F.; Dhariwal, P.; Radford, A.; and Klimov, O. 2017 · 2017
Cited alongside, same era.
Value-Decomposition Networks For Cooperative Multi-Agent Learning
Sunehag, P.; Lever, G.; Gruslys, A.; Czarnecki, W. M.; Zambaldi, V. F.; Jaderberg, M.; Lanctot, M.; Sonnerat, N.; Leibo, J. Z.; Tuyls, K.; and Graepel, T. 2017 · 2017
Cited alongside, same era.
Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks
Singh, A.; Jain, T.; and Sukhbaatar, S. 2018 · 2018
Cited alongside, same era.
Graph Attention Networks
Veličković, P.; Cucurull, G.; Casanova, A.; Romero, A.; Liò, P.; and Bengio, Y. 2018 · 2018
Cited alongside, same era.
Deep Coordination Graphs
Böhmer, W.; Kurin, V.; and Whiteson, S. 2020 · 2020
Later among the works it cites.
Graph Convolutional Reinforcement Learning
Jiang, J.; Dun, C.; Huang, T.; and Lu, Z. 2020 · 2020
Later among the works it cites.
Deep Implicit Coordination Graphs for Multi-agent Reinforcement Learning
Li, S.; Gupta, J. K.; Morales, P.; Allen, R.; and Kochenderfer, M. J. 2020 · 2020
Later among the works it cites.
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