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Evolutionary Prediction Games

  • Predictive algorithms serving users can lead to varying prediction quality.
  • Users' responses to accurate predictions can create feedback loops affecting the model and user population.
  • Evolutionary prediction games framework introduced for modeling feedback loops using evolutionary game theory.
  • Analysis shows competition and competitive exclusion in ideal settings with unlimited resources, while coexistence is possible in realistic constraints.
  • Stable coexistence and mutualistic symbiosis between user groups feasible under constraints like finite data and limited compute.
  • Mechanisms to sustain coexistence presented and empirical evidence provided to support the findings.

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