637 citations · 1.9k across the 20 of their papers we have counts for
3 papers · 1 filter
Direct Uncertainty Prediction for Medical Second Opinions
Maithra Raghu, Katy Blumer, Rory Sayres +4
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…
Insights on representational similarity in neural networks with canonical correlation
Ari S. Morcos, Maithra Raghu, Samy Bengio
Comparing different neural network representations and determining how representations evolve over time remain challenging open questions in our understanding of the function of ne…
Adversarial Spheres
Justin Gilmer, Luke Metz, Fartash Faghri +4
State of the art computer vision models have been shown to be vulnerable to small adversarial perturbations of the input. In other words, most images in the data distribution are b…