Performative Prediction in a Stateful World

Gavin Brown; Shlomi Hod; Iden Kalemaj

AISTATS 2022poster97 citations

Performative Prediction in a Stateful World

Abstract

Deployed supervised machine learning models make predictions that interact with and influence the world. This phenomenon is called

BibTeX

@InProceedings{pmlr-v151-brown22a,
  title = 	 { Performative Prediction in a Stateful World },
  author =       {Brown, Gavin and Hod, Shlomi and Kalemaj, Iden},
  booktitle = 	 {Proceedings of The 25th International Conference on Artificial Intelligence and Statistics},
  pages = 	 {6045--6061},
  year = 	 {2022},
  editor = 	 {Camps-Valls, Gustau and Ruiz, Francisco J. R. and Valera, Isabel},
  volume = 	 {151},
  series = 	 {Proceedings of Machine Learning Research},
  month = 	 {28--30 Mar},
  publisher =    {PMLR},
  pdf = 	 {https://proceedings.mlr.press/v151/brown22a/brown22a.pdf},
  url = 	 {https://proceedings.mlr.press/v151/brown22a.html},
  abstract = 	 { Deployed supervised machine learning models make predictions that interact with and influence the world. This phenomenon is called