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cs.CV2021★ 1 cited
A Tale Of Two Long Tails
Daniel D'souza, Zach Nussbaum, Chirag Agarwal +1
As machine learning models are increasingly employed to assist human decision-makers, it becomes critical to communicate the uncertainty associated with these model predictions. Ho…
cs.CV2020★ 1 cited
SAM: The Sensitivity of Attribution Methods to Hyperparameters
Naman Bansal, Chirag Agarwal, Anh Nguyen
Attribution methods can provide powerful insights into the reasons for a classifier's decision. We argue that a key desideratum of an explanation method is its robustness to input…