Cooperative Multi-Agent Learning: The State of the Art

@article{Panait2005CooperativeML,
  title={Cooperative Multi-Agent Learning: The State of the Art},
  author={Liviu Panait and S. Luke},
  journal={Autonomous Agents and Multi-Agent Systems},
  year={2005},
  volume={11},
  pages={387-434}
}
Cooperative multi-agent systems (MAS) are ones in which several agents attempt, through their interaction, to jointly solve tasks or to maximize utility. Due to the interactions among the agents, multi-agent problem complexity can rise rapidly with the number of agents or their behavioral sophistication. The challenge this presents to the task of programming solutions to MAS problems has spawned increasing interest in machine learning techniques to automate the search and optimization process… Expand
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