Peter Stone's Selected Publications

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Multiagent Learning Paradigms

Karl Tuyls and Peter Stone. Multiagent Learning Paradigms. In Francesco Belardinelli and Estefania Argente, editors, Multi-Agent Systems and Agreement Technologies, Lecture Notes in Artificial Intelligence, pp. 3–21, Springer, 2018.

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Abstract

This articles examines multiagent learning from several paradigmatic perspectives, aiming to bring them together within one framework. We aim to provide a general definition of multiagent learning and lay out the essential characteristics of the various paradigms in a systematic manner by dissecting multiagent learning into its main components. We show how these various paradigms are related and describe similar learning processes but from varying perspectives, e.g. an individual (cognitive) learner vs. a population of (simple) learning agents.

BibTeX Entry

@incollection{LNAI18-Tuyls,
  author={Karl Tuyls and Peter Stone},
  title = {Multiagent Learning Paradigms},
  booktitle = {Multi-Agent Systems and Agreement Technologies},
  Editor = {Francesco Belardinelli and Estefania Argente},
  Publisher={Springer},
  volume = {10767},
  year={2018},
  pages={3--21},
  series={Lecture Notes in Artificial Intelligence},
  abstract={
      This articles examines multiagent learning from several
      paradigmatic perspectives, aiming to bring them together within
      one framework. We aim to provide a general definition of
      multiagent learning and lay out the essential characteristics of
      the various paradigms in a systematic manner by dissecting
      multiagent learning into its main components. We show how these
      various paradigms are related and describe similar learning
      processes but from varying perspectives, e.g. an individual
      (cognitive) learner vs. a population of (simple) learning
      agents.
  } 
}

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