Related items
Showing items related by title, author, creator and subject.
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Article
An extension of a hierarchical reinforcement learning algorithm for multiagent settings
Lambrou, Ioannis; Vassiliades, Vassilis; Christodoulou, Chris C. (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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Article
Multiagent reinforcement learning with spiking and non-spiking agents in the iterated prisoner's dilemma
Vassiliades, Vassilis; Cleanthous, A.; Christodoulou, Chris C. (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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Conference Object
Multiagent reinforcement learning in the iterated prisoner's dilemma: Fast cooperation through evolved payoffs
Vassiliades, Vassilis; Christodoulou, Chris C. (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 ...