Search Results for author: Daniel D'souza

Found 3 papers, 3 papers with code

A Tale Of Two Long Tails

1 code implementation27 Jul 2021 Daniel D'souza, Zach Nussbaum, Chirag Agarwal, Sara Hooker

As machine learning models are increasingly employed to assist human decision-makers, it becomes critical to communicate the uncertainty associated with these model predictions.

Data Augmentation

Estimating Example Difficulty Using Variance of Gradients

1 code implementation26 Aug 2020 Chirag Agarwal, Daniel D'souza, Sara Hooker

In this work, we propose Variance of Gradients (VoG) as a valuable and efficient metric to rank data by difficulty and to surface a tractable subset of the most challenging examples for human-in-the-loop auditing.

Out-of-Distribution Detection

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