Manuscripts

Who’s responsible? Jointly quantifying the contribution of the learning algorithm and training data
Gal Yona, Amirata Ghorbani and James Zou.
[arxiv]

Publications

Preference-Informed Fairness
Michael P. Kim, Aleksandra Korolova, Guy N. Rothblum and Gal Yona.
Innovations in Theoretical Computer Science (ITCS) 2020
[arxiv] [talk]

Evidence-Based Rankings
Cynthia Dwork, Michael P. Kim, Omer Reingold, Guy N. Rothblum and Gal Yona.
Foundations of Computer Science (FOCS) 2019.

Probably Approximately Metric Fair Learning
Guy N. Rothblum and Gal Yona.
International Conference on Machine Learning (ICML) 2018.
[arxiv] [talk]