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Arxiv

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Image Credit: Arxiv

Microfoundation Inference for Strategic Prediction

  • Performative prediction is a phenomenon where the predictive model itself can influence the distribution of the target variable.
  • The social impacts of predictions in machine learning are often unknown to practitioners, hindering widespread adaptation.
  • A new methodology is proposed to learn the distribution map that captures the long-term impacts of predictive models on the population.
  • The approach leverages optimal transport to align pre-model and post-model exposure distributions.

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