The Limits of Post-Selection Generalization

Jonathan Ullman; Adam Smith; Kobbi Nissim; Uri Stemmer; Thomas Steinke

NeurIPS 2018poster14 citations

The Limits of Post-Selection Generalization

Jonathan Ullman, Adam Smith, Kobbi Nissim, Uri Stemmer, Thomas Steinke

Abstract

While statistics and machine learning offers numerous methods for ensuring generalization, these methods often fail in the presence of

BibTeX

@inproceedings{NEURIPS2018_77ee3bc5,
 author = {Ullman, Jonathan and Smith, Adam and Nissim, Kobbi and Stemmer, Uri and Steinke, Thomas},
 booktitle = {Advances in Neural Information Processing Systems},
 editor = {S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. Cesa-Bianchi and R. Garnett},
 pages = {},
 publisher = {Curran Associates, Inc.},
 title = {The Limits of Post-Selection Generalization},
 url = {https://proceedings.neurips.cc/paper_files/paper/2018/file/77ee3bc58ce560b86c2b59363281e914-Paper.pdf},
 volume = {31},
 year = {2018}
}