CogniPlay: a work-in-progress Human-like model for General Game Playing

Aloïs Rautureau, Éric Piette
7/8/2025
cs.AI

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Abstract

While AI systems have equaled or surpassed human performance in a wide variety of games such as Chess, Go, or Dota 2, describing these systems as truly "human-like" remains far-fetched. Despite their success, they fail to replicate the pattern-based, intuitive decision-making processes observed in human cognition. This paper presents an overview of findings from cognitive psychology and previous efforts to model human-like behavior in artificial agents, discusses their applicability to General Game Playing (GGP) and introduces our work-in-progress model based on these observations: CogniPlay.

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Cite this paper

@article{rautureau2025cogniplay,
  title  = {CogniPlay: a work-in-progress Human-like model for General Game Playing},
  author = {Aloïs Rautureau and Éric Piette},
  year   = {2025},
  eprint = {2507.05868},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2507.05868v1}
}

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