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Rory sayres

2 accepted papers

2019

Direct Uncertainty Prediction for Medical Second Opinions

ICML 2019oral

The issue of disagreements amongst human experts is a ubiquitous one in both machine learning and medicine. In medicine, this often corresponds to doctor disagreements on a patient diagnosis. In this work, we show that machine learning models can be successfully trained to give uncertainty scores to…

Cited by 171SourcePDFScholar
2018

Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)

ICML 2018oral

The interpretation of deep learning models is a challenge due to their size, complexity, and often opaque internal state. In addition, many systems, such as image classifiers, operate on low-level features rather than high-level concepts. To address these challenges, we introduce Concept Activation…