Social reward shaping in the prisoner's dilemma

@inproceedings{BabesVroman2008SocialRS,
  title={Social reward shaping in the prisoner's dilemma},
  author={Monica Babes-Vroman and Enrique Munoz de Cote and Michael L. Littman},
  booktitle={AAMAS},
  year={2008}
}
Reward shaping is a well-known technique applied to help reinforcement-learning agents converge more quickly to nearoptimal behavior. In this paper, we introduce social reward shaping, which is reward shaping applied in the multiagentlearning framework. We present preliminary experiments in the iterated Prisoner’s dilemma setting that show that agents using social reward shaping appropriately can behave more effectively than other classical learning and nonlearning strategies. In particular, we… CONTINUE READING
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