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ICML 2022spotlight51 citations

Datamodels: Understanding Predictions with Data and Data with Predictions

Andrew Ilyas, Sung Min Park, Logan Engstrom, Guillaume Leclerc, Aleksander Madry

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Abstract

We present a conceptual framework,

BibTeX
@InProceedings{pmlr-v162-ilyas22a,
  title = 	 {Datamodels: Understanding Predictions with Data and Data with Predictions},
  author =       {Ilyas, Andrew and Park, Sung Min and Engstrom, Logan and Leclerc, Guillaume and Madry, Aleksander},
  booktitle = 	 {Proceedings of the 39th International Conference on Machine Learning},
  pages = 	 {9525--9587},
  year = 	 {2022},
  editor = 	 {Chaudhuri, Kamalika and Jegelka, Stefanie and Song, Le and Szepesvari, Csaba and Niu, Gang and Sabato, Sivan},
  volume = 	 {162},
  series = 	 {Proceedings of Machine Learning Research},
  month = 	 {17--23 Jul},
  publisher =    {PMLR},
  pdf = 	 {https://proceedings.mlr.press/v162/ilyas22a/ilyas22a.pdf},
  url = 	 {https://proceedings.mlr.press/v162/ilyas22a.html},
  abstract = 	 {We present a conceptual framework,
Datamodels: Understanding Predictions with Data and Data with Predictions · ICML 2022