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Toni Pitassi

2 accepted papers

2018

Predict Responsibly: Improving Fairness and Accuracy by Learning to Defer

NeurIPS 2018poster

In many machine learning applications, there are multiple decision-makers involved, both automated and human. The interaction between these agents often goes unaddressed in algorithmic development. In this work, we explore a simple version of this interaction with a two-stage framework containing an…

2015

Generalization in Adaptive Data Analysis and Holdout Reuse

NeurIPS 2015poster

Overfitting is the bane of data analysts, even when data are plentiful. Formal approaches to understanding this problem focus on statistical inference and generalization of individual analysis procedures. Yet the practice of data analysis is an inherently interactive and adaptive process: new analys…

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