Browsing by Subject "Multi-agent reinforcement learning"
Now showing items 1-4 of 4
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Article
An extension of a hierarchical reinforcement learning algorithm for multiagent settings
(2012)This paper compares and investigates single-agent reinforcement learning (RL) algorithms on the simple and an extended taxi problem domain, and multiagent RL algorithms on a multiagent extension of the simple taxi problem ...
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Conference Object
Multiagent reinforcement learning in the iterated prisoner's dilemma: Fast cooperation through evolved payoffs
(2010)In this paper, we investigate the importance of rewards in Multiagent Reinforcement Learning in the context of the Iterated Prisoner's Dilemma. We use an evolutionary algorithm to evolve valid payoff structures with the ...
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Article
Multiagent reinforcement learning with spiking and non-spiking agents in the iterated prisoner's dilemma
(2009)This paper investigates Multiagent Reinforcement Learning (MARL) in a general-sum game where the payoffs' structure is such that the agents are required to exploit each other in a way that benefits all agents. The contradictory ...
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Article
Multiagent reinforcement learning: Spiking and nonspiking agents in the Iterated Prisoner's Dilemma
(2011)This paper investigates multiagent reinforcement learning (MARL) in a general-sum game where the payoffs' structure is such that the agents are required to exploit each other in a way that benefits all agents. The contradictory ...